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  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 6"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 7"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Grid 8"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 4"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 5"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 6"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 7"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table List 8"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table 3D effects 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table 3D effects 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table 3D effects 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Contemporary"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Elegant"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Professional"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Subtle 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Subtle 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Web 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Web 2"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Web 3"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Balloon Text"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" Name=3D"Table Grid"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" UnhideWhenUsed=3D"tr=
ue"
   Name=3D"Table Theme"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" Name=3D"Placeholder =
Text"/>
  <w:LsdException Locked=3D"false" Priority=3D"1" QFormat=3D"true" Name=3D"=
No Spacing"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" SemiHidden=3D"true" Name=3D"Revision"/>
  <w:LsdException Locked=3D"false" Priority=3D"34" QFormat=3D"true"
   Name=3D"List Paragraph"/>
  <w:LsdException Locked=3D"false" Priority=3D"29" QFormat=3D"true" Name=3D=
"Quote"/>
  <w:LsdException Locked=3D"false" Priority=3D"30" QFormat=3D"true"
   Name=3D"Intense Quote"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"60" Name=3D"Light Shading Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"61" Name=3D"Light List Accen=
t 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"62" Name=3D"Light Grid Accen=
t 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"63" Name=3D"Medium Shading 1=
 Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"64" Name=3D"Medium Shading 2=
 Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"65" Name=3D"Medium List 1 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"66" Name=3D"Medium List 2 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"67" Name=3D"Medium Grid 1 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"68" Name=3D"Medium Grid 2 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"69" Name=3D"Medium Grid 3 Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"70" Name=3D"Dark List Accent=
 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"71" Name=3D"Colorful Shading=
 Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"72" Name=3D"Colorful List Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"73" Name=3D"Colorful Grid Ac=
cent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"19" QFormat=3D"true"
   Name=3D"Subtle Emphasis"/>
  <w:LsdException Locked=3D"false" Priority=3D"21" QFormat=3D"true"
   Name=3D"Intense Emphasis"/>
  <w:LsdException Locked=3D"false" Priority=3D"31" QFormat=3D"true"
   Name=3D"Subtle Reference"/>
  <w:LsdException Locked=3D"false" Priority=3D"32" QFormat=3D"true"
   Name=3D"Intense Reference"/>
  <w:LsdException Locked=3D"false" Priority=3D"33" QFormat=3D"true" Name=3D=
"Book Title"/>
  <w:LsdException Locked=3D"false" Priority=3D"37" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" Name=3D"Bibliography"/>
  <w:LsdException Locked=3D"false" Priority=3D"39" SemiHidden=3D"true"
   UnhideWhenUsed=3D"true" QFormat=3D"true" Name=3D"TOC Heading"/>
  <w:LsdException Locked=3D"false" Priority=3D"41" Name=3D"Plain Table 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"42" Name=3D"Plain Table 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"43" Name=3D"Plain Table 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"44" Name=3D"Plain Table 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"45" Name=3D"Plain Table 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"40" Name=3D"Grid Table Light=
"/>
  <w:LsdException Locked=3D"false" Priority=3D"46" Name=3D"Grid Table 1 Lig=
ht"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k"/>
  <w:LsdException Locked=3D"false" Priority=3D"51" Name=3D"Grid Table 6 Col=
orful"/>
  <w:LsdException Locked=3D"false" Priority=3D"52" Name=3D"Grid Table 7 Col=
orful"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 1"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 5"/>
  <w:LsdException Locked=3D"false" Priority=3D"46"
   Name=3D"Grid Table 1 Light Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"Grid Table 2 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"Grid Table 3 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"Grid Table 4 Acc=
ent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"Grid Table 5 Dar=
k Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"51"
   Name=3D"Grid Table 6 Colorful Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"52"
   Name=3D"Grid Table 7 Colorful Accent 6"/>
  <w:LsdException Locked=3D"false" Priority=3D"46" Name=3D"List Table 1 Lig=
ht"/>
  <w:LsdException Locked=3D"false" Priority=3D"47" Name=3D"List Table 2"/>
  <w:LsdException Locked=3D"false" Priority=3D"48" Name=3D"List Table 3"/>
  <w:LsdException Locked=3D"false" Priority=3D"49" Name=3D"List Table 4"/>
  <w:LsdException Locked=3D"false" Priority=3D"50" Name=3D"List Table 5 Dar=
k"/>
  <w:LsdException Locked=3D"false" Priority=3D"51" Name=3D"List Table 6 Col=
orful"/>
  <w:LsdException Locked=3D"false" Priority=3D"52" Name=3D"List Table 7 Col=
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<div class=3DWordSection1>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

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font-size:
8.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

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"></a><span
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src=3D"1050-RTE-35-2_archivos/image002.gif" v:shapes=3D"Image_x0020_4"><![e=
ndif]></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p></o:p><=
/span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText align=3Dright style=3D'margin-top:4.5pt;margin-right=
:5.9pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right'><=
span
lang=3DES><a href=3D"https://doi.org/10.37815/rte.v35n2.1050"><span
style=3D'color:windowtext;letter-spacing:-.1pt;text-decoration:none;text-un=
derline:
none'>https://doi.org/10.37815/rte.v35n2.1050</span></a></span></p>

<p class=3DMsoBodyText align=3Dright style=3D'margin-top:.6pt;margin-right:=
5.9pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right'><=
span
lang=3DES>Art&iacute;culos<span style=3D'letter-spacing:-.45pt'> </span><sp=
an
style=3D'letter-spacing:-.1pt'>originales</span></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DES style=3D'=
font-size:
13.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoTitle style=3D'line-height:170%'><a name=3D"_Hlk71631670"></a=
><span
lang=3DES>S&iacute;ntesis<span style=3D'letter-spacing:-.25pt'> </span>Text=
ual de
Evaluaci&oacute;n para<span style=3D'letter-spacing:-.85pt'> </span>Acoso y
Ciberacoso Textual<span style=3D'letter-spacing:-.7pt'> </span><span
class=3DSpellE>Synthesis</span><span style=3D'letter-spacing:-.7pt'> </span=
><span
class=3DSpellE>of</span><span style=3D'letter-spacing:-.95pt'> </span>Test<=
span
style=3D'letter-spacing:-.7pt'> </span><span class=3DSpellE>for</span><span
style=3D'letter-spacing:-.95pt'> </span><span class=3DSpellE>Bullying</span=
><span
style=3D'letter-spacing:-.7pt'> </span>and<span style=3D'letter-spacing:-.7=
pt'> </span><span
class=3DSpellE>Cyberbullying</span></span></p>

<p class=3DMsoBodyText align=3Dcenter style=3D'margin-top:13.15pt;margin-ri=
ght:6.1pt;
margin-bottom:0cm;margin-left:88.05pt;margin-bottom:.0001pt;text-align:cent=
er'><span
lang=3DES style=3D'letter-spacing:-.2pt'>Marcos</span><span lang=3DES
style=3D'letter-spacing:.5pt'> </span><span lang=3DES style=3D'letter-spaci=
ng:-.2pt'>Orellana<sup>1</sup></span><span
lang=3DES style=3D'letter-spacing:.6pt'> </span><span lang=3DES><a
href=3D"https://orcid.org/0000-0002-3671-9362"><sup><span style=3D'color:#0=
563C1;
letter-spacing:-.2pt'>https://orcid.org/0000-0002-3671-9362</span></sup></a=
><span
style=3D'letter-spacing:-.2pt'>,</span><span style=3D'letter-spacing:.6pt'>=
 </span><span
style=3D'letter-spacing:-.2pt'>Jorge</span><span style=3D'letter-spacing:.6=
pt'> </span><span
style=3D'letter-spacing:-.2pt'>Luis</span><span style=3D'letter-spacing:.55=
pt'> </span><span
style=3D'letter-spacing:-.2pt'>Zambrano-Martinez<sup>1</sup></span></span><=
/p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.65pt;margin-right:=
11.4pt;
margin-bottom:0cm;margin-left:57.5pt;margin-bottom:.0001pt;text-align:cente=
r;
line-height:103%'><span lang=3DES><a href=3D"https://orcid.org/0000-0002-53=
39-7860"><span
style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:#=
0563C1'>https://orcid.org/0000-0002-5339-7860</span></a></span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
position:relative;top:3.5pt;mso-text-raise:-3.5pt'>, Patricio Santiago <span
class=3DSpellE>Garcia</span> Montero</span><span lang=3DES style=3D'font-si=
ze:7.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>1<span style=3D'letter-spacing:=
2.0pt'>
</span><u style=3D'text-underline:#0563C1'><span style=3D'color:#0563C1'>ht=
tps://orcid.org/0009-0007-4113-8400</span></u></span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
position:relative;top:3.5pt;mso-text-raise:-3.5pt'>, Liliana <span
class=3DSpellE>Marilu</span> Lojano</span><span lang=3DES style=3D'font-siz=
e:7.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>1<span style=3D'letter-spacing:=
1.7pt'>
</span></span><span lang=3DES><a href=3D"https://orcid.org/0009-0006-4993-8=
747"><span
style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:#=
0563C1'>https://orcid.org/0009-0006-4993-8747</span></a></span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
position:relative;top:3.5pt;mso-text-raise:-3.5pt'>, Mateo <span class=3DSp=
ellE>Sebastian</span>
Zea</span><span lang=3DES style=3D'font-size:7.0pt;mso-bidi-font-size:11.0p=
t;
line-height:103%'>1<span style=3D'letter-spacing:1.7pt'> </span></span><span
lang=3DES><a href=3D"https://orcid.org/0009-0005-4209-8143"><span style=3D'=
font-size:
7.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:#0563C1'>https://orc=
id.org/0009-</span></a></span><span
lang=3DES style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;line-height:10=
3%;
color:#0563C1;letter-spacing:2.0pt'> </span><span lang=3DES><a
href=3D"https://orcid.org/0009-0005-4209-8143"><span style=3D'font-size:7.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;color:#0563C1'>0005-4209-8143</s=
pan></a></span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
position:relative;top:3.5pt;mso-text-raise:-3.5pt'>, <span class=3DSpellE>T=
upak</span>
<span class=3DSpellE>Pacjakutik</span> <span class=3DSpellE>Japon</span></s=
pan><span
lang=3DES style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;line-height:10=
3%'>1<span
style=3D'letter-spacing:2.0pt'> </span></span><span lang=3DES><a
href=3D"https://orcid.org/0009-0005-3239-992X"><span style=3D'font-size:7.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;color:#0563C1'>https://orcid.org=
/0009-0005-3239-992X</span></a></span><span
lang=3DES style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;line-height:10=
3%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:0cm;margin-right:27=
.2pt;
margin-bottom:0cm;margin-left:109.3pt;margin-bottom:.0001pt;text-align:cent=
er;
text-indent:-.05pt;line-height:106%'><sup><span lang=3DES style=3D'font-siz=
e:12.0pt;
mso-bidi-font-size:11.0pt;line-height:106%'>1</span></sup><i style=3D'mso-b=
idi-font-style:
normal'><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:106%'>Laboratorio de Investigaci&oacute;n y Desarrollo en
Inform&aacute;tica (LIDI) Universidad del Azuay</span></i><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:106%'>, Cue=
nca,
Ecuador<span style=3D'letter-spacing:2.0pt'> </span></span><span lang=3DES>=
<a
href=3D"mailto:marore@uazuay.edu.ec"><span style=3D'font-family:"Courier Ne=
w";
mso-bidi-font-family:"Times New Roman";color:#0563C1'>marore@uazuay.edu.ec<=
/span><span
style=3D'font-family:"Courier New";mso-bidi-font-family:"Times New Roman";
color:windowtext;text-decoration:none;text-underline:none'>,</span></a></sp=
an><span
lang=3DES style=3D'font-family:"Courier New";mso-bidi-font-family:"Times Ne=
w Roman";
letter-spacing:-1.1pt'> </span><span lang=3DES><a
href=3D"mailto:jorge.zambrano@uazuay.edu.ec"><span style=3D'font-family:"Co=
urier New";
mso-bidi-font-family:"Times New Roman";color:#0563C1;letter-spacing:-.1pt'>=
jorge.zambrano@uazuay.edu.ec</span><span
style=3D'font-family:"Courier New";mso-bidi-font-family:"Times New Roman";
color:windowtext;letter-spacing:-.1pt;text-decoration:none;text-underline:n=
one'>,</span></a></span><span
lang=3DES style=3D'font-family:"Courier New";mso-bidi-font-family:"Times Ne=
w Roman"'><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:0cm;margin-right:11=
.4pt;
margin-bottom:0cm;margin-left:57.5pt;margin-bottom:.0001pt;text-align:cente=
r;
line-height:105%'><span lang=3DES><a href=3D"mailto:santyg20@es.uazuay.edu.=
ec"><span
style=3D'font-family:"Courier New";mso-hansi-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman";color:#0563C1'>santyg20@es.uazuay.ed=
u.ec</span><span
style=3D'font-family:"Courier New";mso-hansi-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman";color:windowtext;text-decoration:non=
e;
text-underline:none'>,</span></a></span><span lang=3DES style=3D'font-famil=
y:"Courier New";
mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:"Times New Rom=
an";
letter-spacing:-1.75pt'> </span><span lang=3DES><a
href=3D"mailto:liliana1998@es.uazuay.edu.ec"><span style=3D'font-family:"Co=
urier New";
mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:"Times New Rom=
an";
color:#0563C1'>liliana1998@es.uazuay.edu.ec</span><span style=3D'font-famil=
y:
"Courier New";mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:
"Times New Roman";color:windowtext;text-decoration:none;text-underline:none=
'>,</span></a></span><span
lang=3DES style=3D'font-family:"Courier New";mso-hansi-font-family:"Times N=
ew Roman";
mso-bidi-font-family:"Times New Roman"'> </span><span lang=3DES><a
href=3D"mailto:mzea582@es.uazuay.edu.ec"><span style=3D'font-family:"Courie=
r New";
mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:"Times New Rom=
an";
color:#0563C1'>mzea582@es.uazuay.edu.ec</span><span style=3D'font-family:"C=
ourier New";
mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:"Times New Rom=
an";
color:windowtext;text-decoration:none;text-underline:none'>,</span></a></sp=
an><span
lang=3DES style=3D'font-family:"Courier New";mso-hansi-font-family:"Times N=
ew Roman";
mso-bidi-font-family:"Times New Roman"'> </span><span lang=3DES><a
href=3D"mailto:tupak.japon@es.uazuay.edu.ec"><span style=3D'font-family:"Co=
urier New";
mso-hansi-font-family:"Times New Roman";mso-bidi-font-family:"Times New Rom=
an";
color:#0563C1'>tupak.japon@es.uazuay.edu.ec</span></a></span><span lang=3DES
style=3D'font-family:"Courier New";mso-hansi-font-family:"Times New Roman";
mso-bidi-font-family:"Times New Roman"'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.2pt'><span lang=3DES style=3D'f=
ont-size:
8.0pt;mso-bidi-font-size:12.0pt;font-family:"Courier New";mso-hansi-font-fa=
mily:
"Times New Roman";mso-bidi-font-family:"Times New Roman"'><o:p>&nbsp;</o:p>=
</span></p>

</div>

<span lang=3DES style=3D'font-size:8.0pt;mso-bidi-font-size:11.0pt;font-fam=
ily:
"Courier New";mso-fareast-font-family:"Times New Roman";mso-hansi-font-fami=
ly:
"Times New Roman";mso-bidi-font-family:"Times New Roman";mso-ansi-language:
ES;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'><br clear=3Dall
style=3D'page-break-before:auto;mso-break-type:section-break'>
</span>

<div class=3DWordSection2>

<p class=3DMsoNormal align=3Dright style=3D'margin-top:4.9pt;margin-right:1=
.9pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right'><=
!--[if gte vml 1]><v:shape
 id=3D"Image_x0020_5" o:spid=3D"_x0000_s1041" type=3D"#_x0000_t75" style=3D=
'position:absolute;
 left:0;text-align:left;margin-left:1in;margin-top:11.55pt;width:63.6pt;
 height:22.25pt;z-index:15729664;visibility:visible;mso-wrap-style:square;
 mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:0;
 mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
 mso-position-horizontal-relative:page;mso-position-vertical:absolute;
 mso-position-vertical-relative:text'>
 <v:imagedata src=3D"1050-RTE-35-2_archivos/image003.png" o:title=3D""/>
 <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
 <w:wrap anchorx=3D"page"/>
</v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout;positi=
on:
absolute;z-index:15729664;left:0px;margin-left:96px;margin-top:15px;width:8=
5px;
height:30px'><img width=3D85 height=3D30 src=3D"1050-RTE-35-2_archivos/imag=
e004.gif"
v:shapes=3D"Image_x0020_5"></span><![endif]><span lang=3DES style=3D'font-s=
ize:7.0pt;
mso-bidi-font-size:11.0pt;mso-font-width:102%'>.</span><span lang=3DES
style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:8.0pt;mso-bidi-fo=
nt-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:8.0pt;mso-bidi-fo=
nt-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:5.45pt;margin-right:0cm;margin-bot=
tom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;line-height:106%'><span lang=
=3DES
style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;line-height:106%'>Esta o=
bra
est&aacute; bajo una licencia internacional<span style=3D'letter-spacing:2.=
0pt'> </span>Creative
<span class=3DSpellE>Commons</span> Atribuci&oacute;n-<span class=3DSpellE>=
NoComercial</span>
4.0<o:p></o:p></span></p>

<span lang=3DES style=3D'font-size:12.0pt;line-height:115%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'mso-column-break-be=
fore:
always'>
</span>

<p class=3DMsoBodyText style=3D'margin-top:9.1pt;margin-right:5.85pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-.05pt;line-height:115%'><span lang=3DES>Enviado: 2023/07/14 Aceptado: 2023=
/08/15
Publicado:<span style=3D'letter-spacing:-.05pt'> </span><span style=3D'lett=
er-spacing:
-.1pt'>2023/10/15</span></span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;line-height:115%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
uto;
mso-break-type:section-break'>
</span>

<div class=3DWordSection3>

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<table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
 <tr>
  <td width=3D458 height=3D0></td>
 </tr>
 <tr>
  <td></td>
  <td><img width=3D336 height=3D119 src=3D"1050-RTE-35-2_archivos/image007.=
gif"
  v:shapes=3D"Group_x0020_6 Image_x0020_8 Image_x0020_9"></td>
 </tr>
</table>

</span><![endif]><span lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-siz=
e:12.0pt'><o:p>&nbsp;</o:p></span></p>

<br style=3D'mso-ignore:vglayout' clear=3DALL>

<h1 style=3D'margin-top:4.5pt;margin-right:11.4pt;margin-bottom:0cm;margin-=
left:
21.35pt;margin-bottom:.0001pt'><span lang=3DES style=3D'letter-spacing:-.1p=
t'>Resumen</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.45pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;line-height:
103%'><span lang=3DES style=3D'letter-spacing:-.2pt'>En</span><span lang=3D=
ES
style=3D'letter-spacing:-.25pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.2pt'>los</span><span
lang=3DES style=3D'letter-spacing:-.25pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>&uacute;ltimos</span><span lang=3DES style=3D'letter-spacing:-.25pt'=
> </span><span
lang=3DES style=3D'letter-spacing:-.2pt'>a&ntilde;os,</span><span lang=3DES
style=3D'letter-spacing:-.25pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.2pt'>el</span><span
lang=3DES style=3D'letter-spacing:-.25pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>acoso</span><span lang=3DES style=3D'letter-spacing:-.25pt'> </span>=
<span
lang=3DES style=3D'letter-spacing:-.2pt'>y</span><span lang=3DES style=3D'l=
etter-spacing:
-.25pt'> </span><span lang=3DES style=3D'letter-spacing:-.2pt'>el</span><sp=
an
lang=3DES style=3D'letter-spacing:-.25pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>ciberacoso</span><span lang=3DES style=3D'letter-spacing:-.25pt'> </=
span><span
lang=3DES style=3D'letter-spacing:-.2pt'>son</span><span lang=3DES style=3D=
'letter-spacing:
-.25pt'> </span><span lang=3DES style=3D'letter-spacing:-.2pt'>problemas</s=
pan><span
lang=3DES style=3D'letter-spacing:-.25pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>que</span><span lang=3DES style=3D'letter-spacing:-.25pt'> </span><s=
pan
lang=3DES style=3D'letter-spacing:-.2pt'>han</span><span lang=3DES style=3D=
'letter-spacing:
-.25pt'> </span><span lang=3DES style=3D'letter-spacing:-.2pt'>aumentado</s=
pan><span
lang=3DES style=3D'letter-spacing:-.25pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>vertiginosamente </span><span lang=3DES>afectando<span style=3D'lett=
er-spacing:
2.0pt'> </span>escuelas,<span style=3D'letter-spacing:2.0pt'> </span>colegi=
os<span
style=3D'letter-spacing:2.0pt'> </span>y<span style=3D'letter-spacing:2.0pt=
'> </span>universidades.<span
style=3D'letter-spacing:2.0pt'> </span>Debido<span style=3D'letter-spacing:=
2.0pt'> </span>a<span
style=3D'letter-spacing:2.0pt'> </span>los<span style=3D'letter-spacing:2.0=
pt'> </span>avances<span
style=3D'letter-spacing:2.0pt'> </span>en<span style=3D'letter-spacing:2.0p=
t'> </span>las<span
style=3D'letter-spacing:2.0pt'> </span>tecnolog&iacute;as<span style=3D'let=
ter-spacing:
2.0pt'> </span>de la informaci&oacute;n, cualquier persona est&aacute; expu=
esta
a ser atacada; por esta raz&oacute;n, es necesario crear soluciones a
trav&eacute;s de t&eacute;cnicas adecuadas que ayuden a prevenir el acoso y
ciberacoso. En consecuencia, en este art&iacute;culo se propone crear una
s&iacute;ntesis textual a partir de datos de encuestas que permita desarrol=
lar
modelos para clasificar o predecir tanto a v&iacute;ctimas como agresores de
acoso y ciberacoso. Para ello, se utilizaron t&eacute;cnicas de miner&iacut=
e;a
de datos, &aacute;rboles de<span style=3D'letter-spacing:-.25pt'> </span>de=
cisi&oacute;n<span
style=3D'letter-spacing:-.25pt'> </span>y<span style=3D'letter-spacing:-.25=
pt'> </span>t&eacute;cnicas<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>agrupaci&oacute;n,<span
style=3D'letter-spacing:-.25pt'> </span>dando<span style=3D'letter-spacing:=
-.25pt'>
</span>como<span style=3D'letter-spacing:-.25pt'> </span>resultado<span
style=3D'letter-spacing:-.25pt'> </span>una<span style=3D'letter-spacing:-.=
25pt'> </span>s&iacute;ntesis<span
style=3D'letter-spacing:-.25pt'> </span>textual.<span style=3D'letter-spaci=
ng:-.25pt'>
</span>Esto<span style=3D'letter-spacing:-.25pt'> </span>permiti&oacute; la
creaci&oacute;n y evaluaci&oacute;n<span style=3D'letter-spacing:-.05pt'> <=
/span>de
un modelo<span style=3D'letter-spacing:-.05pt'> </span>de aprendizaje<span
style=3D'letter-spacing:-.05pt'> </span>supervisado y otro modelo<span
style=3D'letter-spacing:-.05pt'> </span>con t&eacute;cnicas de<span
style=3D'letter-spacing:-.1pt'> </span>agrupamiento,<span style=3D'letter-s=
pacing:
-.15pt'> </span>aplicadas<span style=3D'letter-spacing:-.15pt'> </span>a<sp=
an
style=3D'letter-spacing:-.1pt'> </span>los<span style=3D'letter-spacing:-.1=
pt'> </span>datos<span
style=3D'letter-spacing:-.1pt'> </span>de<span style=3D'letter-spacing:-.1p=
t'> </span>las<span
style=3D'letter-spacing:-.1pt'> </span>encuestas<span style=3D'letter-spaci=
ng:-.1pt'>
</span>realizadas<span style=3D'letter-spacing:-.15pt'> </span>a<span
style=3D'letter-spacing:-.1pt'> </span>estudiantes<span style=3D'letter-spa=
cing:
-.15pt'> </span>universitarios. Los<span style=3D'letter-spacing:-.3pt'> </=
span>resultados<span
style=3D'letter-spacing:-.3pt'> </span>demostraron<span style=3D'letter-spa=
cing:
-.3pt'> </span>la<span style=3D'letter-spacing:-.3pt'> </span>importancia<s=
pan
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.3p=
t'> </span>la<span
style=3D'letter-spacing:-.3pt'> </span>s&iacute;ntesis<span style=3D'letter=
-spacing:
-.3pt'> </span>textual<span style=3D'letter-spacing:-.3pt'> </span>para<span
style=3D'letter-spacing:-.3pt'> </span>la<span style=3D'letter-spacing:-.3p=
t'> </span>generaci&oacute;n<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.3p=
t'> </span>modelos
de<span style=3D'letter-spacing:-.35pt'> </span>clasificaci&oacute;n<span
style=3D'letter-spacing:-.35pt'> </span>o<span style=3D'letter-spacing:-.35=
pt'> </span>predicci&oacute;n<span
style=3D'letter-spacing:-.35pt'> </span>de<span style=3D'letter-spacing:-.3=
5pt'> </span>v&iacute;ctimas<span
style=3D'letter-spacing:-.35pt'> </span>y<span style=3D'letter-spacing:-.35=
pt'> </span>agresores<span
style=3D'letter-spacing:-.35pt'> </span>del<span style=3D'letter-spacing:-.=
35pt'> </span>acoso<span
style=3D'letter-spacing:-.35pt'> </span>y<span style=3D'letter-spacing:-.35=
pt'> </span>ciberacoso,<span
style=3D'letter-spacing:-.35pt'> </span>con<span style=3D'letter-spacing:-.=
35pt'> </span>una<span
style=3D'letter-spacing:-.35pt'> </span>exactitud mayor al 75%, siendo el m=
odelo
de agrupamiento con mejor rendimiento.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
13.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-left:16.0pt;text-align:justify'><a
name=3D"_Hlk42284450"></a><b style=3D'mso-bidi-font-weight:normal'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES>Palabras<span
style=3D'letter-spacing:-.1pt'> </span>clave:<span style=3D'letter-spacing:=
-.05pt'>
</span></span></i></b><span lang=3DES>Acoso,<span style=3D'letter-spacing:-=
.05pt'> </span>Ciberacoso,
Miner&iacute;a<span style=3D'letter-spacing:-.05pt'> </span>de<span
style=3D'letter-spacing:-.05pt'> </span>datos,<span style=3D'letter-spacing=
:-.05pt'>
</span>&Aacute;rbol de<span style=3D'letter-spacing:-.05pt'> </span>decisi&=
oacute;n,<span
style=3D'letter-spacing:-.7pt'> </span><span style=3D'letter-spacing:-.1pt'=
>Agrupamiento.</span></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

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      <div>
      <p class=3DMsoNormal style=3D'margin-top:4.35pt;margin-right:3.9pt;
      margin-bottom:0cm;margin-left:3.8pt;margin-bottom:.0001pt;text-align:
      justify;line-height:103%'><b style=3D'mso-bidi-font-weight:normal'><s=
pan
      lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-he=
ight:
      103%'>Sumario:<span style=3D'letter-spacing:-.05pt'> </span></span></=
b><span
      lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-he=
ight:
      103%'>Introducci&oacute;n,<span style=3D'letter-spacing:-.25pt'> </sp=
an>Trabajos<span
      style=3D'letter-spacing:-.1pt'> </span>relacionados,<span style=3D'le=
tter-spacing:
      -.05pt'> </span>Marco<span style=3D'letter-spacing:-.25pt'> </span>Te=
&oacute;rico,<span
      style=3D'letter-spacing:-.05pt'> </span>Materiales<span style=3D'lett=
er-spacing:
      -.1pt'> </span>y<span style=3D'letter-spacing:-.05pt'> </span>M&eacut=
e;todos,<span
      style=3D'letter-spacing:-.05pt'> </span>Resultados<span style=3D'lett=
er-spacing:
      -.1pt'> </span>y<span style=3D'letter-spacing:-.05pt'> </span>Discusi=
&oacute;n
      y Conclusiones.<o:p></o:p></span></p>
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di-font-size:
      11.0pt'><o:p>&nbsp;</o:p></span></p>
      <p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:3.7pt;margi=
n-bottom:
      0cm;margin-left:3.8pt;margin-bottom:.0001pt;text-align:justify;
      line-height:103%'><b style=3D'mso-bidi-font-weight:normal'><span lang=
=3DES
      style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%'=
>Como
      citar: </span></b><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-=
font-size:
      11.0pt;line-height:103%'>Orellana, M., Zambrano-<span class=3DSpellE>=
Martinez</span>,
      J. L., <span class=3DSpellE>Garcia</span>, P. S., Lojano, L. M., Zea,=
 M. S.
      &amp; <span class=3DSpellE>Japon</span>, T. P. (2023).<span
      style=3D'letter-spacing:-.05pt'> </span>S&iacute;ntesis<span
      style=3D'letter-spacing:-.25pt'> </span>Textual<span style=3D'letter-=
spacing:
      -.05pt'> </span>de<span style=3D'letter-spacing:-.05pt'> </span>Evalu=
aci&oacute;n<span
      style=3D'letter-spacing:-.05pt'> </span>para<span style=3D'letter-spa=
cing:
      -.6pt'> </span>Acoso<span style=3D'letter-spacing:-.05pt'> </span>y<s=
pan
      style=3D'letter-spacing:-.05pt'> </span>Ciberacoso.<span style=3D'let=
ter-spacing:
      -.05pt'> </span><i style=3D'mso-bidi-font-style:normal'>Revista<span
      style=3D'letter-spacing:-.05pt'> </span>Tecnol&oacute;gica<span
      style=3D'letter-spacing:-.05pt'> </span>-<span style=3D'letter-spacin=
g:-.05pt'>
      </span>Espol,<span style=3D'letter-spacing:-.05pt'> </span>35(2),<span
      style=3D'letter-spacing:-.05pt'> </span>192-205. </i>Recuperado a par=
tir de
      </span><span lang=3DES><a
      href=3D"http://www.rte.espol.edu.ec/index.php/tecnologica/article/vie=
w/1050"><span
      style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;
      color:windowtext;text-decoration:none;text-underline:none'>http://www=
.rte.espol.edu.ec/index.php/tecnologica/article/view/1050</span></a></span>=
<span
      lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-he=
ight:
      103%'><o:p></o:p></span></p>
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  </tr>
  <tr>
   <td></td>
   <td><img width=3D606 height=3D111 src=3D"1050-RTE-35-2_archivos/image008=
.gif"
   v:shapes=3D"Group_x0020_10 Graphic_x0020_11 Graphic_x0020_12 Textbox_x00=
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style=3D'mso-ignore:vglayout' clear=3DALL>
<span lang=3DES style=3D'font-size:7.0pt;mso-bidi-font-size:12.0pt'><o:p></=
o:p></span></p>

</div>

<span lang=3DES style=3D'font-size:7.0pt;mso-bidi-font-size:11.0pt;font-fam=
ily:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-ansi-=
language:
ES;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'><br clear=3Dall
style=3D'page-break-before:always;mso-break-type:section-break'>
</span>

<div class=3DWordSection4>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DES style=3D'=
font-size:
11.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 style=3D'margin-top:4.5pt;margin-right:11.4pt;margin-bottom:0cm;margin-=
left:
21.35pt;margin-bottom:.0001pt'><span lang=3DES style=3D'letter-spacing:-.1p=
t'>Abstract</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.55pt;margin-=
bottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;line-heigh=
t:
103%'><span lang=3DES>In <span class=3DSpellE>recent</span> <span class=3DS=
pellE>years</span>,
<span class=3DSpellE>bullying</span> and <span class=3DSpellE>cyberbullying=
</span> <span
class=3DSpellE>have</span> <span class=3DSpellE>increased</span>, <span
class=3DSpellE>affecting</span> <span class=3DSpellE>schools</span>, <span
class=3DSpellE>colleges</span>, and <span class=3DSpellE><span style=3D'let=
ter-spacing:
-.2pt'>universities</span></span><span style=3D'letter-spacing:-.2pt'>. <sp=
an
class=3DSpellE>Due</span> <span class=3DSpellE>to</span> <span class=3DSpel=
lE>advances</span>
in <span class=3DSpellE>information</span> <span class=3DSpellE>technology<=
/span>, <span
class=3DSpellE>any</span> <span class=3DSpellE>person</span> is <span class=
=3DSpellE>exposed</span>
<span class=3DSpellE>to</span> <span class=3DSpellE>being</span> <span
class=3DSpellE>attacked</span>. </span><span class=3DSpellE>Therefore</span=
>, <span
class=3DSpellE>it</span> is <span class=3DSpellE>necessary</span> <span
class=3DSpellE>to</span> <span class=3DSpellE>create</span> <span class=3DS=
pellE>solutions</span>
<span class=3DSpellE>through</span> <span class=3DSpellE>appropriate</span>=
 <span
class=3DSpellE>techniques</span> that <span class=3DSpellE>help</span> <span
class=3DSpellE>prevent</span> <span class=3DSpellE>bullying</span> and <span
class=3DSpellE>cyberbullying</span>. <span class=3DSpellE>Consequently</spa=
n>, <span
class=3DSpellE>this</span> <span class=3DSpellE>article</span> <span class=
=3DSpellE>proposes</span>
<span class=3DSpellE>to</span> <span class=3DSpellE>create</span> a textual=
 <span
class=3DSpellE>synthesis</span> <span class=3DSpellE>from</span><span
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>survey</span><s=
pan
style=3D'letter-spacing:-.3pt'> </span>data<span style=3D'letter-spacing:-.=
3pt'> </span>that<span
style=3D'letter-spacing:-.35pt'> </span><span class=3DSpellE>allows</span><=
span
style=3D'letter-spacing:-.35pt'> </span><span class=3DSpellE>the</span><span
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>development</sp=
an><span
style=3D'letter-spacing:-.35pt'> </span><span class=3DSpellE>of</span><span
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>models</span><s=
pan
style=3D'letter-spacing:-.35pt'> </span><span class=3DSpellE>to</span><span
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>classify</span>=
<span
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>or</span><span
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>predict</span><=
span
style=3D'letter-spacing:-.35pt'> </span><span class=3DSpellE>both</span><sp=
an
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>victims</span><=
span
style=3D'letter-spacing:-.35pt'> </span>and <span class=3DSpellE>aggressors=
</span><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>of</span><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>bullying</span=
><span
style=3D'letter-spacing:-.75pt'> </span>and<span style=3D'letter-spacing:-.=
75pt'> </span><span
class=3DSpellE>cyberbullying</span>.<span style=3D'letter-spacing:-.75pt'> =
</span>Data<span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>mining</span><=
span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>techniques</sp=
an>,<span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>decision</span=
><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>trees</span>,<=
span
style=3D'letter-spacing:-.75pt'> </span>and<span style=3D'letter-spacing:-.=
75pt'> </span><span
class=3DSpellE>grouping</span> <span class=3DSpellE>techniques</span><span
style=3D'letter-spacing:-.4pt'> </span><span class=3DSpellE>were</span><span
style=3D'letter-spacing:-.4pt'> </span><span class=3DSpellE>used</span>,<sp=
an
style=3D'letter-spacing:-.4pt'> </span><span class=3DSpellE>resulting</span=
><span
style=3D'letter-spacing:-.4pt'> </span>in<span style=3D'letter-spacing:-.4p=
t'> </span>a<span
style=3D'letter-spacing:-.4pt'> </span>textual<span style=3D'letter-spacing=
:-.4pt'>
</span><span class=3DSpellE>synthesis</span>.<span style=3D'letter-spacing:=
-.6pt'> </span><span
class=3DSpellE>This</span><span style=3D'letter-spacing:-.4pt'> </span><span
class=3DSpellE>allowed</span><span style=3D'letter-spacing:-.4pt'> </span><=
span
class=3DSpellE>the</span><span style=3D'letter-spacing:-.4pt'> </span><span
class=3DSpellE>creation</span><span style=3D'letter-spacing:-.4pt'> </span>=
and<span
style=3D'letter-spacing:-.4pt'> </span><span class=3DSpellE>evaluation</spa=
n> <span
class=3DSpellE>of</span><span style=3D'letter-spacing:-.75pt'> </span>a<span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>supervised</sp=
an><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>learning</span=
><span
style=3D'letter-spacing:-.75pt'> </span><span class=3DSpellE>model</span><s=
pan
style=3D'letter-spacing:-.75pt'> </span>and<span style=3D'letter-spacing:-.=
75pt'> </span><span
class=3DSpellE>another</span><span style=3D'letter-spacing:-.75pt'> </span>=
<span
class=3DSpellE>model</span><span style=3D'letter-spacing:-.75pt'> </span><s=
pan
class=3DSpellE>with</span><span style=3D'letter-spacing:-.75pt'> </span><sp=
an
class=3DSpellE>clustering</span><span style=3D'letter-spacing:-.75pt'> </sp=
an><span
class=3DSpellE>techniques</span><span style=3D'letter-spacing:-.75pt'> </sp=
an><span
class=3DSpellE>applied</span><span style=3D'letter-spacing:-.75pt'> </span>=
<span
class=3DSpellE>to</span><span style=3D'letter-spacing:-.75pt'> </span><span
class=3DSpellE>the</span><span style=3D'letter-spacing:-.75pt'> </span>data=
 <span
class=3DSpellE>from</span> <span class=3DSpellE>the</span> <span class=3DSp=
ellE>surveys</span>
<span class=3DSpellE>performed</span> <span class=3DSpellE>on</span> <span
class=3DSpellE>university</span> <span class=3DSpellE>students</span>. The =
<span
class=3DSpellE>results</span> <span class=3DSpellE>demonstrated</span> <span
class=3DSpellE>the</span> <span class=3DSpellE>importance</span> <span
class=3DSpellE>of</span> textual <span class=3DSpellE>synthesis</span> <span
class=3DSpellE>for</span> <span class=3DSpellE>generating</span> <span
class=3DSpellE>models</span> <span class=3DSpellE>for</span> <span class=3D=
SpellE>the</span>
<span class=3DSpellE>classification</span> <span class=3DSpellE>or</span> <=
span
class=3DSpellE>prediction</span> <span class=3DSpellE>of</span> <span class=
=3DSpellE>victims</span>
and <span class=3DSpellE>aggressors</span> <span class=3DSpellE>of</span> <=
span
class=3DSpellE>bullying</span> and <span class=3DSpellE>cyberbullying</span=
>, <span
class=3DSpellE>with</span> <span class=3DSpellE>an</span> <span class=3DSpe=
llE>accuracy</span>
<span class=3DSpellE>greater</span> <span class=3DSpellE>than</span> 75% <s=
pan
class=3DSpellE>for</span> <span class=3DSpellE>the</span> <span class=3DSpe=
llE>grouping</span>
<span class=3DSpellE>model</span> <span class=3DSpellE>with</span> <span
class=3DSpellE>the</span> <span class=3DSpellE>best</span> performance.</sp=
an></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:0cm;margin-bo=
ttom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify'><b
style=3D'mso-bidi-font-weight:normal'><i style=3D'mso-bidi-font-style:norma=
l'><span
lang=3DES>Keywords: </span></i></b><span class=3DSpellE><span lang=3DES>Bul=
lying</span></span><span
lang=3DES>, <span class=3DSpellE>Cyberbullying</span>, Data <span class=3DS=
pellE>mining</span>,
<span class=3DSpellE>Decision</span> <span class=3DSpellE>tree</span>, <span
class=3DSpellE><span style=3D'letter-spacing:-.1pt'>Clustering</span></span=
><span
style=3D'letter-spacing:-.1pt'>.</span></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DES style=3D'=
font-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 style=3D'margin-right:11.4pt'><span lang=3DES style=3D'letter-spacing:-=
.1pt'>Introducci&oacute;n</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.6pt;margin-b=
ottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:103%'><span lang=3DES>La violencia es un fen&oacute;meno
global que afecta a la sociedad en varios escenarios de<span style=3D'lette=
r-spacing:
4.0pt'> </span>la vida cotidiana, como los hogares, colegios, lugares de
trabajo y relaciones personales. Su <span style=3D'letter-spacing:-.1pt'>pr=
esencia</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>trae</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>consecuencias</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>negativas</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>en</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>cualquier</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>&aacute;mbito,</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>ya</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>sea</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>social,</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>econ&oacute;mico,</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>pol&iacute;tico</span><span
style=3D'letter-spacing:-.3pt'> </span><span style=3D'letter-spacing:-.1pt'=
>o
gubernamental.</span><span style=3D'letter-spacing:-.6pt'> </span><span
style=3D'letter-spacing:-.1pt'>No</span><span style=3D'letter-spacing:-.6pt=
'> </span><span
style=3D'letter-spacing:-.1pt'>tiene</span><span style=3D'letter-spacing:-.=
6pt'> </span><span
style=3D'letter-spacing:-.1pt'>distinci&oacute;n</span><span style=3D'lette=
r-spacing:
-.6pt'> </span><span style=3D'letter-spacing:-.1pt'>por</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>edad,</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>g&eacute;nero,</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>raza,</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>o</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>cultura</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>y</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>puede</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>expresarse</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>de</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>varias </span>formas.<span
style=3D'letter-spacing:-.4pt'> </span>Adem&aacute;s, tiene un impacto deva=
stador
en la vida de la persona que la sufre, alterando aspectos<span
style=3D'letter-spacing:-.45pt'> </span>de<span style=3D'letter-spacing:-.4=
pt'> </span>su<span
style=3D'letter-spacing:-.4pt'> </span>salud<span style=3D'letter-spacing:-=
.4pt'> </span>f&iacute;sica<span
style=3D'letter-spacing:-.45pt'> </span>y<span style=3D'letter-spacing:-.4p=
t'> </span>mental.<span
style=3D'letter-spacing:-.4pt'> </span>La<span style=3D'letter-spacing:-.45=
pt'> </span>violencia<span
style=3D'letter-spacing:-.45pt'> </span>puede<span style=3D'letter-spacing:=
-.45pt'>
</span>ser<span style=3D'letter-spacing:-.4pt'> </span>verbal,<span
style=3D'letter-spacing:-.4pt'> </span>f&iacute;sica,<span style=3D'letter-=
spacing:
-.4pt'> </span>sexual,<span style=3D'letter-spacing:-.4pt'> </span>psicol&o=
acute;gica<span
style=3D'letter-spacing:-.45pt'> </span>o de<span style=3D'letter-spacing:-=
.4pt'> </span>g&eacute;nero<span
style=3D'letter-spacing:-.4pt'> </span>(Nielsen<span style=3D'letter-spacin=
g:-.4pt'>
</span>y<span style=3D'letter-spacing:-.4pt'> </span><span class=3DSpellE>E=
inarsen</span>,<span
style=3D'letter-spacing:-.4pt'> </span>2018).<span style=3D'letter-spacing:=
-.4pt'> </span>No<span
style=3D'letter-spacing:-.4pt'> </span>obstante,<span style=3D'letter-spaci=
ng:-.4pt'>
</span>una<span style=3D'letter-spacing:-.4pt'> </span>forma<span
style=3D'letter-spacing:-.4pt'> </span>que<span style=3D'letter-spacing:-.4=
pt'> </span>se<span
style=3D'letter-spacing:-.4pt'> </span>encuentra<span style=3D'letter-spaci=
ng:-.4pt'>
</span>a<span style=3D'letter-spacing:-.4pt'> </span>menudo<span
style=3D'letter-spacing:-.4pt'> </span>en<span style=3D'letter-spacing:-.4p=
t'> </span>la
sociedad moderna es el acoso, un tipo de violencia que puede ir desde el ac=
oso
verbal hasta la agresi&oacute;n f&iacute;sica o psicol&oacute;gica e incluso
digital, como el ciberacoso (<span class=3DSpellE>Mollo</span> et al., 2018=
).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:103%'><span lang=3DES>El auge de las redes sociales, jue=
gos en
l&iacute;nea y aplicaciones de mensajer&iacute;a instant&aacute;nea ha
evolucionado la forma en que las personas interact&uacute;an, sin embargo, =
han
dado lugar a una creciente forma de violencia. El ciberacoso utiliza cualqu=
ier
medio de difusi&oacute;n digital para acosar, intimidar, chantajear o difam=
ar a
una persona, a diferencia del acoso tradicional, que utiliza<span
style=3D'letter-spacing:-.75pt'> </span>medios<span style=3D'letter-spacing=
:-.75pt'>
</span>f&iacute;sicos<span style=3D'letter-spacing:-.7pt'> </span>o<span
style=3D'letter-spacing:-.6pt'> </span>verbales<span style=3D'letter-spacin=
g:-.6pt'>
</span>para<span style=3D'letter-spacing:-.6pt'> </span>el<span style=3D'le=
tter-spacing:
-.6pt'> </span>mismo<span style=3D'letter-spacing:-.6pt'> </span>fin.<span
style=3D'letter-spacing:-.75pt'> </span>Ambos<span style=3D'letter-spacing:=
-.6pt'> </span>tipos<span
style=3D'letter-spacing:-.6pt'> </span>de<span style=3D'letter-spacing:-.6p=
t'> </span>violencia<span
style=3D'letter-spacing:-.6pt'> </span>est&aacute;n<span style=3D'letter-sp=
acing:
-.6pt'> </span>presentes<span style=3D'letter-spacing:-.6pt'> </span>en los=
<span
style=3D'letter-spacing:-.6pt'> </span>mismos<span style=3D'letter-spacing:=
-.6pt'> </span>escenarios,<span
style=3D'letter-spacing:-.6pt'> </span>pero<span style=3D'letter-spacing:-.=
65pt'> </span>el<span
style=3D'letter-spacing:-.65pt'> </span>ciberacoso<span style=3D'letter-spa=
cing:
-.6pt'> </span>posee<span style=3D'letter-spacing:-.65pt'> </span>un<span
style=3D'letter-spacing:-.6pt'> </span>mayor<span style=3D'letter-spacing:-=
.6pt'> </span>alcance<span
style=3D'letter-spacing:-.65pt'> </span>debido<span style=3D'letter-spacing=
:-.6pt'>
</span>a<span style=3D'letter-spacing:-.65pt'> </span>las<span style=3D'let=
ter-spacing:
-.65pt'> </span>crecientes<span style=3D'letter-spacing:-.6pt'> </span>redes
digitales y de telecomunicaciones que conectan en la actualidad a la
mayor&iacute;a de la poblaci&oacute;n <span style=3D'letter-spacing:-.2pt'>=
(Castilla,
2021). Sin embargo, toda esa interacci&oacute;n digital deja grandes cantid=
ades
de informaci&oacute;n </span>que puede ser explorada y explotada mediante
t&eacute;cnicas y algoritmos de miner&iacute;a de datos para combatir y mit=
igar
estas formas de violencia.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.65pt;margin=
-bottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:103%'><span lang=3DES>La miner&iacute;a de datos permite
analizar informaci&oacute;n con el fin de procesar y explorar cualquier
patr&oacute;n o relaci&oacute;n no evidente a simple vista (Han et al., 202=
2).
En este estudio se determin&oacute; el uso de la miner&iacute;a de datos co=
mo
una herramienta para analizar y sintetizar los datos<span style=3D'letter-s=
pacing:
-.25pt'> </span>de<span style=3D'letter-spacing:-.25pt'> </span>una<span
style=3D'letter-spacing:-.25pt'> </span>encuesta<span style=3D'letter-spaci=
ng:-.25pt'>
</span>aplicada<span style=3D'letter-spacing:-.25pt'> </span>a<span
style=3D'letter-spacing:-.25pt'> </span>estudiantes<span style=3D'letter-sp=
acing:
-.25pt'> </span>universitarios<span style=3D'letter-spacing:-.25pt'> </span=
>sobre<span
style=3D'letter-spacing:-.25pt'> </span>sus<span style=3D'letter-spacing:-.=
25pt'> </span>experiencias<span
style=3D'letter-spacing:-.25pt'> </span>con<span style=3D'letter-spacing:-.=
25pt'> </span>el<span
style=3D'letter-spacing:-.25pt'> </span>acoso y<span style=3D'letter-spacin=
g:-.45pt'>
</span>ciberacoso,<span style=3D'letter-spacing:-.45pt'> </span>aplicando<s=
pan
style=3D'letter-spacing:-.45pt'> </span>t&eacute;cnicas<span style=3D'lette=
r-spacing:
-.5pt'> </span>como<span style=3D'letter-spacing:-.45pt'> </span>el<span
style=3D'letter-spacing:-.45pt'> </span>preprocesamiento<span style=3D'lett=
er-spacing:
-.45pt'> </span>de<span style=3D'letter-spacing:-.45pt'> </span>datos,<span
style=3D'letter-spacing:-.45pt'> </span>t&eacute;cnicas<span style=3D'lette=
r-spacing:
-.5pt'> </span>de<span style=3D'letter-spacing:-.45pt'> </span>agrupamiento=
 y<span
style=3D'letter-spacing:-.15pt'> </span>modelos<span style=3D'letter-spacin=
g:-.15pt'>
</span>de<span style=3D'letter-spacing:-.1pt'> </span>clasificaci&oacute;n.=
<span
style=3D'letter-spacing:-.15pt'> </span>La<span style=3D'letter-spacing:-.1=
5pt'> </span>finalidad<span
style=3D'letter-spacing:-.15pt'> </span>del<span style=3D'letter-spacing:-.=
15pt'> </span>estudio<span
style=3D'letter-spacing:-.15pt'> </span>es<span style=3D'letter-spacing:-.1=
5pt'> </span>generar<span
style=3D'letter-spacing:-.15pt'> </span>una<span style=3D'letter-spacing:-.=
15pt'> </span>s&iacute;ntesis<span
style=3D'letter-spacing:-.15pt'> </span>textual<span style=3D'letter-spacin=
g:-.15pt'>
</span>de<span style=3D'letter-spacing:-.1pt'> </span>las<span style=3D'let=
ter-spacing:
-.15pt'> </span>ideas primordiales<span style=3D'letter-spacing:-.3pt'> </s=
pan>obtenidas<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.3p=
t'> </span>las<span
style=3D'letter-spacing:-.3pt'> </span>encuestas<span style=3D'letter-spaci=
ng:-.3pt'>
</span>que<span style=3D'letter-spacing:-.3pt'> </span>act&uacute;e<span
style=3D'letter-spacing:-.3pt'> </span>como<span style=3D'letter-spacing:-.=
3pt'> </span>punto<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.3p=
t'> </span>partida<span
style=3D'letter-spacing:-.3pt'> </span>para<span style=3D'letter-spacing:-.=
3pt'> </span>la<span
style=3D'letter-spacing:-.3pt'> </span>generaci&oacute;n<span style=3D'lett=
er-spacing:
-.3pt'> </span>de conocimiento sobre el acoso y el ciberacoso.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.75pt;margin-b=
ottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:103%'><span lang=3DES>El resto del documento se estructu=
ra de
la siguiente manera: Secci&oacute;n 2, presenta los trabajos<span
style=3D'letter-spacing:1.15pt'> </span>relacionados,<span style=3D'letter-=
spacing:
1.3pt'> </span>la<span style=3D'letter-spacing:1.25pt'> </span>Secci&oacute=
;n<span
style=3D'letter-spacing:1.3pt'> </span>3<span style=3D'letter-spacing:1.25p=
t'> </span>plantea<span
style=3D'letter-spacing:1.3pt'> </span>los<span style=3D'letter-spacing:1.2=
5pt'> </span>fundamentos<span
style=3D'letter-spacing:1.3pt'> </span>te&oacute;ricos<span style=3D'letter=
-spacing:
1.25pt'> </span>de<span style=3D'letter-spacing:1.3pt'> </span>la<span
style=3D'letter-spacing:1.25pt'> </span>investigaci&oacute;n,<span
style=3D'letter-spacing:1.3pt'> </span><span style=3D'letter-spacing:-.25pt=
'>la</span></span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;line-height:103%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection5>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><span lang=3DES><o:p>&nbs=
p;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:4.5pt;margin-right:5.8pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;line-height:
103%'><span lang=3DES>Secci&oacute;n 4 expone los materiales y m&eacute;tod=
os
utilizados, la Secci&oacute;n 5 explica los resultados que se<span
style=3D'letter-spacing:-.7pt'> </span>han<span style=3D'letter-spacing:-.7=
pt'> </span>obtenido<span
style=3D'letter-spacing:-.7pt'> </span>luego<span style=3D'letter-spacing:-=
.7pt'> </span>de<span
style=3D'letter-spacing:-.7pt'> </span>aplicar<span style=3D'letter-spacing=
:-.7pt'>
</span>los<span style=3D'letter-spacing:-.7pt'> </span>m&eacute;todos<span
style=3D'letter-spacing:-.7pt'> </span>y<span style=3D'letter-spacing:-.7pt=
'> </span>la<span
style=3D'letter-spacing:-.7pt'> </span>Secci&oacute;n<span style=3D'letter-=
spacing:
-.7pt'> </span>6<span style=3D'letter-spacing:-.7pt'> </span>presenta<span
style=3D'letter-spacing:-.7pt'> </span>las<span style=3D'letter-spacing:-.7=
pt'> </span>conclusiones<span
style=3D'letter-spacing:-.7pt'> </span>y<span style=3D'letter-spacing:-.7pt=
'> </span>trabajos
<span style=3D'letter-spacing:-.1pt'>futuros.</span></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 style=3D'margin-top:11.6pt;margin-right:0cm;margin-bottom:0cm;margin-le=
ft:
185.0pt;margin-bottom:.0001pt;text-align:justify'><span lang=3DES
style=3D'letter-spacing:-.1pt'>Trabajos</span><span lang=3DES style=3D'lett=
er-spacing:
-.45pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>relacionados=
</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.9pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES style=3D'letter-spacing:-.1pt'>La<=
/span><span
lang=3DES style=3D'letter-spacing:-.75pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>presencia</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </s=
pan><span
lang=3DES style=3D'letter-spacing:-.1pt'>del</span><span lang=3DES style=3D=
'letter-spacing:
-.65pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>acoso</span>=
<span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>y</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>el</span><span lang=3DES style=3D'=
letter-spacing:
-.65pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>ciberacoso</=
span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>genera</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span=
><span
lang=3DES style=3D'letter-spacing:-.1pt'>gran</span><span lang=3DES style=
=3D'letter-spacing:
-.65pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>discusi&oacu=
te;n</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>en</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span><a
name=3D"_Hlk76478850"></a><span lang=3DES style=3D'letter-spacing:-.1pt'>la=
</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>comunidad</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </s=
pan><span
lang=3DES style=3D'letter-spacing:-.1pt'>acad&eacute;mica, </span><span lan=
g=3DES>lo<span
style=3D'letter-spacing:-.25pt'> </span>que<span style=3D'letter-spacing:-.=
25pt'> </span>ha<span
style=3D'letter-spacing:-.25pt'> </span>llevado<span style=3D'letter-spacin=
g:-.25pt'>
</span>a<span style=3D'letter-spacing:-.25pt'> </span>varios<span
style=3D'letter-spacing:-.25pt'> </span>investigadores<span style=3D'letter=
-spacing:
-.25pt'> </span>a<span style=3D'letter-spacing:-.25pt'> </span>trabajar<span
style=3D'letter-spacing:-.25pt'> </span>para<span style=3D'letter-spacing:-=
.25pt'> </span>beneficio<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>las<span
style=3D'letter-spacing:-.25pt'> </span>personas<span style=3D'letter-spaci=
ng:-.25pt'>
</span>que<span style=3D'letter-spacing:-.25pt'> </span>padecen a<span
style=3D'letter-spacing:-.7pt'> </span>diario<span style=3D'letter-spacing:=
-.7pt'> </span>estas<span
style=3D'letter-spacing:-.7pt'> </span>agresiones<span style=3D'letter-spac=
ing:
-.7pt'> </span>(Arce-Ruelas<span style=3D'letter-spacing:-.7pt'> </span>et<=
span
style=3D'letter-spacing:-.7pt'> </span>al.,<span style=3D'letter-spacing:-.=
7pt'> </span>2022).<span
style=3D'letter-spacing:-.7pt'> </span>Los<span style=3D'letter-spacing:-.7=
pt'> </span>trabajos<span
style=3D'letter-spacing:-.7pt'> </span>que<span style=3D'letter-spacing:-.7=
pt'> </span>se<span
style=3D'letter-spacing:-.7pt'> </span>exponen<span style=3D'letter-spacing=
:-.7pt'>
</span>a<span style=3D'letter-spacing:-.7pt'> </span>continuaci&oacute;n
demuestran el uso de la miner&iacute;a de datos y textos en la
generaci&oacute;n de modelos de detecci&oacute;n y clasificaci&oacute;n de
estos fen&oacute;menos.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.25pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.35pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>En el trabajo de Shaikh et al. (20=
20),
desarrollan una revisi&oacute;n sistem&aacute;tica de literatura para<span
style=3D'letter-spacing:1.95pt'> </span>identificar<span style=3D'letter-sp=
acing:
1.95pt'> </span>los<span style=3D'letter-spacing:1.95pt'> </span>factores<s=
pan
style=3D'letter-spacing:1.95pt'> </span>que<span style=3D'letter-spacing:1.=
95pt'> </span>impulsan<span
style=3D'letter-spacing:1.95pt'> </span>a<span style=3D'letter-spacing:1.95=
pt'> </span>estudiantes<span
style=3D'letter-spacing:1.95pt'> </span>universitarios<span style=3D'letter=
-spacing:
1.95pt'> </span>hacia<span style=3D'letter-spacing:1.95pt'> </span>el<span
style=3D'letter-spacing:1.95pt'> </span>ciberacoso. Su trabajo pretende ser=
vir de
gu&iacute;a para futuras investigaciones en el an&aacute;lisis del ciberaco=
so.
Identificaron cerca de 35 factores en 32 estudios, siendo los m&aacute;s
reportados problemas <span style=3D'letter-spacing:-.1pt'>emocionales</span=
><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>(depresi&oacute;n,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>ansiedad</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>y</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>estr&eacute;s),</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>autoestima,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>agresi&oacute;n,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>personalidad,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>malas</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>relaciones,
</span>estilo de crianza, rendimiento acad&eacute;mico, falta de
empat&iacute;a, exposici&oacute;n tecnol&oacute;gica y facilidad de acceso a
internet.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.55pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Del<span style=3D'letter-spacing:-=
.05pt'> </span>mismo<span
style=3D'letter-spacing:-.1pt'> </span>modo,<span style=3D'letter-spacing:-=
.05pt'> </span><span
class=3DSpellE>Namane</span><span style=3D'letter-spacing:-.05pt'> </span>y=
<span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>Kyobe</span><s=
pan
style=3D'letter-spacing:-.05pt'> </span>(2017),<span style=3D'letter-spacin=
g:-.05pt'>
</span>a<span style=3D'letter-spacing:-.05pt'> </span>trav&eacute;s<span
style=3D'letter-spacing:-.1pt'> </span>de<span style=3D'letter-spacing:-.05=
pt'> </span>la<span
style=3D'letter-spacing:-.05pt'> </span>Universidad<span style=3D'letter-sp=
acing:
-.05pt'> </span>de<span style=3D'letter-spacing:-.05pt'> </span>Cape<span
style=3D'letter-spacing:-.3pt'> </span>Town, relataron el desarrollo de un
an&aacute;lisis con respecto al comportamiento y caracter&iacute;sticas de =
las
personas agresoras. En el an&aacute;lisis participaron 3,621 personas
(v&iacute;ctimas y agresores) con un promedio<span style=3D'letter-spacing:=
-.75pt'>
</span>de<span style=3D'letter-spacing:-.75pt'> </span>edad<span
style=3D'letter-spacing:-.4pt'> </span>entre<span style=3D'letter-spacing:-=
.45pt'> </span>14<span
style=3D'letter-spacing:-.4pt'> </span>y<span style=3D'letter-spacing:-.4pt=
'> </span>18<span
style=3D'letter-spacing:-.4pt'> </span>a&ntilde;os.<span style=3D'letter-sp=
acing:
-.75pt'> </span>A<span style=3D'letter-spacing:-.75pt'> </span>trav&eacute;=
s<span
style=3D'letter-spacing:-.45pt'> </span>de<span style=3D'letter-spacing:-.4=
5pt'> </span>una<span
style=3D'letter-spacing:-.45pt'> </span>encuesta,<span style=3D'letter-spac=
ing:
-.4pt'> </span>los<span style=3D'letter-spacing:-.45pt'> </span>investigado=
res<span
style=3D'letter-spacing:-.45pt'> </span>demostraron que 407 participantes f=
ueron
v&iacute;ctimas de acoso y se separaron en tres &iacute;ndices de riesgo
social. <span style=3D'letter-spacing:-.1pt'>Estos</span><span style=3D'let=
ter-spacing:
-.45pt'> </span><span style=3D'letter-spacing:-.1pt'>&iacute;ndices</span><=
span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>se</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>comprenden</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>por</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>la</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>probabilidad</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>que</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>una</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>persona</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>sufra</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>alg&uacute;n</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>perjuicio</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>dentro
</span>del entorno que le rodea (Jorgensen y Siegel, 2019).<span
style=3D'letter-spacing:-.65pt'> </span>As&iacute;, seg&uacute;n <span
class=3DSpellE>Namane</span> y <span class=3DSpellE>Kyobe</span> (2017), 107
participantes fueron v&iacute;ctimas de acoso provenientes de sectores con =
bajo
riesgo social, 114 <span style=3D'letter-spacing:-.1pt'>participantes</span=
><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>se</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>ubicaron</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>dentro</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>del</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>medio</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>riesgo</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>social</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>y</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>186</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>participantes</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>dentro</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>del</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>alto</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>riesgo
social</span><span style=3D'letter-spacing:-.65pt'> </span><span
style=3D'letter-spacing:-.1pt'>sufrieron</span><span style=3D'letter-spacin=
g:-.5pt'>
</span><span style=3D'letter-spacing:-.1pt'>acoso.</span><span style=3D'let=
ter-spacing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>Adem&aacute;s,</span><=
span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>enfatizaron</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>que</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>los</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>comportamientos</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>violentos</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>se</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>presentan</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>con </span>mayor
frecuencia en adolescentes, debido a que es una etapa con mucha
variaci&oacute;n y cambios constantes en la personalidad, actitudes y
emociones.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
13.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.65pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES style=3D'letter-spacing:-.1pt'>Por=
</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>lo</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.1pt'>tanto,</span><span lang=3DES
style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>los</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>adolescentes</span><span lang=3DES style=3D'letter-spacing:-.65pt'> =
</span><span
lang=3DES style=3D'letter-spacing:-.1pt'>se</span><span lang=3DES style=3D'=
letter-spacing:
-.65pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>sit&uacute;a=
n</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>como</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span><=
span
lang=3DES style=3D'letter-spacing:-.1pt'>uno</span><span lang=3DES style=3D=
'letter-spacing:
-.65pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>de</span><sp=
an
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>los</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span><s=
pan
lang=3DES style=3D'letter-spacing:-.1pt'>mayores</span><span lang=3DES
style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>grupos</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>de</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.1pt'>consumidores </span><span lang=3DE=
S>y<span
style=3D'letter-spacing:1.6pt'> </span>creadores<span style=3D'letter-spaci=
ng:1.6pt'>
</span>de<span style=3D'letter-spacing:1.6pt'> </span>contenido<span
style=3D'letter-spacing:1.6pt'> </span>en<span style=3D'letter-spacing:1.6p=
t'> </span>las<span
style=3D'letter-spacing:1.6pt'> </span>redes<span style=3D'letter-spacing:1=
.6pt'> </span>sociales,<span
style=3D'letter-spacing:1.6pt'> </span>as&iacute;<span style=3D'letter-spac=
ing:
1.6pt'> </span>en<span style=3D'letter-spacing:1.6pt'> </span>el<span
style=3D'letter-spacing:1.6pt'> </span>trabajo<span style=3D'letter-spacing=
:1.6pt'>
</span>de<span style=3D'letter-spacing:1.6pt'> </span>(<span class=3DSpellE=
>Bozyi&#287;it</span><span
style=3D'letter-spacing:1.6pt'> </span>et<span style=3D'letter-spacing:1.6p=
t'> </span>al.,<span
style=3D'letter-spacing:1.6pt'> </span>2019) se evaluaron ocho modelos dist=
intos
de redes neuronales para la detecci&oacute;n de ciberacoso en tweets<span
style=3D'letter-spacing:-.5pt'> </span>de<span style=3D'letter-spacing:-.7p=
t'> </span>Turqu&iacute;a.<span
style=3D'letter-spacing:-.5pt'> </span>Los<span style=3D'letter-spacing:-.5=
pt'> </span>investigadores<span
style=3D'letter-spacing:-.5pt'> </span>emplearon<span style=3D'letter-spaci=
ng:-.5pt'>
</span>t&eacute;cnicas<span style=3D'letter-spacing:-.5pt'> </span>de<span
style=3D'letter-spacing:-.5pt'> </span>miner&iacute;a<span style=3D'letter-=
spacing:
-.5pt'> </span>de<span style=3D'letter-spacing:-.5pt'> </span>textos<span
style=3D'letter-spacing:-.5pt'> </span>para<span style=3D'letter-spacing:-.=
5pt'> </span>procesar<span
style=3D'letter-spacing:-.5pt'> </span>la informaci&oacute;n como la <span
class=3DSpellE>tokenizaci&oacute;n</span>, transformaci&oacute;n y la
eliminaci&oacute;n de s&iacute;mbolos, en conjunto con otras t&eacute;cnicas
como frecuencia de t&eacute;rmino &#8211; frecuencia inversa de documento
(TF-IDF)<span style=3D'letter-spacing:4.0pt'> </span>y N-gramas para proces=
ar
3,000 tweets y entrenar los distintos modelos. Finalmente, solo un modelo
present&oacute; una exactitud del 91%, debido a la utilizaci&oacute;n de va=
rias
configuraciones.<span style=3D'letter-spacing:4.0pt'> </span>Los investigad=
ores
tambi&eacute;n demostraron que incrementar el n&uacute;mero de capas oculta=
s no
necesariamente mejora el rendimiento del modelo.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Adicionalmente, para implementar u=
n tipo
de red neuronal denominada memoria a corto-largo<span style=3D'letter-spaci=
ng:
-.4pt'> </span>plazo<span style=3D'letter-spacing:-.4pt'> </span>(LSTM)<span
style=3D'letter-spacing:-.4pt'> </span>en<span style=3D'letter-spacing:-.4p=
t'> </span>el<span
style=3D'letter-spacing:-.4pt'> </span>trabajo<span style=3D'letter-spacing=
:-.4pt'>
</span>de<span style=3D'letter-spacing:-.4pt'> </span><span class=3DSpellE>=
Mahat</span><span
style=3D'letter-spacing:-.4pt'> </span>(2021),<span style=3D'letter-spacing=
:-.4pt'>
</span>los<span style=3D'letter-spacing:-.4pt'> </span>investigadores<span
style=3D'letter-spacing:-.4pt'> </span>utilizaron<span style=3D'letter-spac=
ing:
-.4pt'> </span>datos<span style=3D'letter-spacing:-.4pt'> </span>de Twitter=
,<span
style=3D'letter-spacing:-.75pt'> </span>Wikipedia<span style=3D'letter-spac=
ing:
-.75pt'> </span>y<span style=3D'letter-spacing:-.75pt'> </span><span
class=3DSpellE>Formspring</span>.<span style=3D'letter-spacing:-.75pt'> </s=
pan>Un<span
style=3D'letter-spacing:-.75pt'> </span>total<span style=3D'letter-spacing:=
-.75pt'>
</span>de<span style=3D'letter-spacing:-.75pt'> </span>9,000<span
style=3D'letter-spacing:-.75pt'> </span>registros<span style=3D'letter-spac=
ing:
-.75pt'> </span>fueron<span style=3D'letter-spacing:-.75pt'> </span>procesa=
dos<span
style=3D'letter-spacing:-.75pt'> </span>con<span style=3D'letter-spacing:-.=
75pt'> </span>t&eacute;cnicas<span
style=3D'letter-spacing:-.75pt'> </span>de miner&iacute;a<span style=3D'let=
ter-spacing:
-.75pt'> </span>de<span style=3D'letter-spacing:-.75pt'> </span>textos<span
style=3D'letter-spacing:-.65pt'> </span>(eliminaci&oacute;n<span
style=3D'letter-spacing:-.6pt'> </span>de<span style=3D'letter-spacing:-.6p=
t'> </span>caracteres<span
style=3D'letter-spacing:-.6pt'> </span>especiales,<span style=3D'letter-spa=
cing:
-.6pt'> </span>espacios<span style=3D'letter-spacing:-.6pt'> </span>y<span
style=3D'letter-spacing:-.6pt'> </span>ruido<span style=3D'letter-spacing:-=
.6pt'> </span>en<span
style=3D'letter-spacing:-.6pt'> </span>general).<span style=3D'letter-spaci=
ng:-.75pt'>
</span>Al<span style=3D'letter-spacing:-.6pt'> </span>final<span
style=3D'letter-spacing:-.6pt'> </span>el modelo<span style=3D'letter-spaci=
ng:-.1pt'>
</span>tuvo<span style=3D'letter-spacing:-.1pt'> </span>una<span
style=3D'letter-spacing:-.1pt'> </span>exactitud<span style=3D'letter-spaci=
ng:-.1pt'>
</span>del<span style=3D'letter-spacing:-.1pt'> </span>77.9%.<span
style=3D'letter-spacing:-.1pt'> </span>Otra<span style=3D'letter-spacing:-.=
1pt'> </span>aplicaci&oacute;n<span
style=3D'letter-spacing:-.1pt'> </span>de<span style=3D'letter-spacing:-.1p=
t'> </span>modelos<span
style=3D'letter-spacing:-.1pt'> </span>de<span style=3D'letter-spacing:-.1p=
t'> </span>aprendizaje<span
style=3D'letter-spacing:-.1pt'> </span>profundo<span style=3D'letter-spacin=
g:-.1pt'>
</span>en redes<span style=3D'letter-spacing:-.6pt'> </span>sociales<span
style=3D'letter-spacing:-.6pt'> </span>se<span style=3D'letter-spacing:-.6p=
t'> </span>aprecia<span
style=3D'letter-spacing:-.6pt'> </span>en<span style=3D'letter-spacing:-.6p=
t'> </span>el<span
style=3D'letter-spacing:-.6pt'> </span>trabajo<span style=3D'letter-spacing=
:-.6pt'>
</span>de<span style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE>=
Banerjee</span><span
style=3D'letter-spacing:-.6pt'> </span>et<span style=3D'letter-spacing:-.6p=
t'> </span>al.<span
style=3D'letter-spacing:-.6pt'> </span>(2019),<span style=3D'letter-spacing=
:-.6pt'>
</span>donde<span style=3D'letter-spacing:-.6pt'> </span>utiliza<span
style=3D'letter-spacing:-.6pt'> </span>un<span style=3D'letter-spacing:-.6p=
t'> </span>modelo<span
style=3D'letter-spacing:-.6pt'> </span>basado</span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;line-height:103%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection6>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><span lang=3DES><o:p>&nbs=
p;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:4.5pt;margin-right:5.65pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;line-height:
103%'><span lang=3DES>en una red neuronal convolucional para la detecci&oac=
ute;n
del ciberacoso en India. Cerca de 69,874 tweets fueron extra&iacute;dos y
procesados para eliminar palabras vac&iacute;as y signos de puntuaci&oacute=
;n. <span
style=3D'letter-spacing:-.1pt'>Posteriormente,</span><span style=3D'letter-=
spacing:
-.5pt'> </span><span style=3D'letter-spacing:-.1pt'>los</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>textos</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>fueron</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>vectorizados</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>para</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>alimentar</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>al</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>modelo,</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>que</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>logr&oacute;</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>una</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>exactitud
</span>de<span style=3D'letter-spacing:-.05pt'> </span>93.97%,<span
style=3D'letter-spacing:-.05pt'> </span>superando<span style=3D'letter-spac=
ing:
-.05pt'> </span>a<span style=3D'letter-spacing:-.05pt'> </span>otros<span
style=3D'letter-spacing:-.05pt'> </span>modelos<span style=3D'letter-spacin=
g:-.05pt'>
</span>de<span style=3D'letter-spacing:-.05pt'> </span>aprendizaje<span
style=3D'letter-spacing:-.1pt'> </span>autom&aacute;tico,<span style=3D'let=
ter-spacing:
-.1pt'> </span>como<span style=3D'letter-spacing:-.05pt'> </span>la<span
style=3D'letter-spacing:-.05pt'> </span>m&aacute;quina<span style=3D'letter=
-spacing:
-.05pt'> </span>de<span style=3D'letter-spacing:-.05pt'> </span>vector de s=
oporte
(SVM).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.25pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.6pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>En contraste con lo anterior, <span
class=3DSpellE>Dalvi</span> et al. (2020) presenta un m&eacute;todo para la
detecci&oacute;n de ciberacoso que utiliza una SVM y un clasificador <span
class=3DSpellE>Naive</span> Bayes. Recuperaron tweets de locaciones en tiem=
po
real y utilizaron t&eacute;cnicas de preprocesamiento de datos (<span
class=3DSpellE>tokenizaci&oacute;n</span>, eliminaci&oacute;n<span
style=3D'letter-spacing:-.55pt'> </span>de<span style=3D'letter-spacing:-.5=
5pt'> </span>signos<span
style=3D'letter-spacing:-.55pt'> </span>de<span style=3D'letter-spacing:-.5=
5pt'> </span>puntuaci&oacute;n<span
style=3D'letter-spacing:-.55pt'> </span>y<span style=3D'letter-spacing:-.55=
pt'> </span>palabras<span
style=3D'letter-spacing:-.55pt'> </span>vac&iacute;as,<span style=3D'letter=
-spacing:
-.55pt'> </span>lematizaci&oacute;n<span style=3D'letter-spacing:-.55pt'> <=
/span>y<span
style=3D'letter-spacing:-.55pt'> </span>transformaci&oacute;n)<span
style=3D'letter-spacing:-.55pt'> </span>a<span style=3D'letter-spacing:-.55=
pt'> </span>trav&eacute;s
de un paquete de herramientas de lenguaje natural (NLTK).<span
style=3D'letter-spacing:-.25pt'> </span>Al final, el algoritmo SVM es el que
presenta una mayor exactitud, con el 71.25%, a diferencia del clasificador
bayesiano, con <span style=3D'letter-spacing:-.1pt'>52.70%.</span></span></=
p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.55pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Si<span style=3D'letter-spacing:-.=
25pt'> </span>bien<span
style=3D'letter-spacing:-.25pt'> </span>las<span style=3D'letter-spacing:-.=
25pt'> </span>redes<span
style=3D'letter-spacing:-.25pt'> </span>sociales<span style=3D'letter-spaci=
ng:-.25pt'>
</span>son<span style=3D'letter-spacing:-.25pt'> </span>utilizadas<span
style=3D'letter-spacing:-.25pt'> </span>a<span style=3D'letter-spacing:-.25=
pt'> </span>menudo<span
style=3D'letter-spacing:-.25pt'> </span>en<span style=3D'letter-spacing:-.2=
5pt'> </span>el<span
style=3D'letter-spacing:-.25pt'> </span>an&aacute;lisis<span style=3D'lette=
r-spacing:
-.25pt'> </span>del<span style=3D'letter-spacing:-.25pt'> </span>acoso<span
style=3D'letter-spacing:-.25pt'> </span>y<span style=3D'letter-spacing:-.25=
pt'> </span>ciberacoso,
tambi&eacute;n<span style=3D'letter-spacing:-.75pt'> </span>existen<span
style=3D'letter-spacing:-.75pt'> </span>estudios<span style=3D'letter-spaci=
ng:-.75pt'>
</span>enfocados<span style=3D'letter-spacing:-.75pt'> </span>a<span
style=3D'letter-spacing:-.75pt'> </span>detectarlos<span style=3D'letter-sp=
acing:
-.75pt'> </span>en<span style=3D'letter-spacing:-.75pt'> </span>otras<span
style=3D'letter-spacing:-.75pt'> </span>plataformas,<span style=3D'letter-s=
pacing:
-.75pt'> </span>como<span style=3D'letter-spacing:-.75pt'> </span>los<span
style=3D'letter-spacing:-.75pt'> </span>juegos<span style=3D'letter-spacing=
:-.75pt'>
</span>en<span style=3D'letter-spacing:-.75pt'> </span>l&iacute;nea. Cornel=
 et
al. (2019) desarrollan una red neuronal convolucional para detectar la
presencia de ciberacoso<span style=3D'letter-spacing:-.5pt'> </span>en<span
style=3D'letter-spacing:-.25pt'> </span>los<span style=3D'letter-spacing:-.=
25pt'> </span>registros<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>mensajer&iacute;a<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>dos<span
style=3D'letter-spacing:-.25pt'> </span>juegos<span style=3D'letter-spacing=
:-.25pt'>
</span>en<span style=3D'letter-spacing:-.25pt'> </span>l&iacute;nea:<span
style=3D'letter-spacing:-.2pt'> </span><i style=3D'mso-bidi-font-style:norm=
al'>Dota<span
style=3D'letter-spacing:-.25pt'> </span>y<span style=3D'letter-spacing:-.25=
pt'> </span><span
class=3DSpellE>Ragnarok</span></i>.<span style=3D'letter-spacing:-.75pt'> <=
/span>A<span
style=3D'letter-spacing:-.75pt'> </span>trav&eacute;s<span style=3D'letter-=
spacing:
-.25pt'> </span>de varias interfaces de programaci&oacute;n de aplicaciones
(APIs) recogieron 230,394 frases de Dota pertenecientes a usuarios de Filip=
inas
y 534,328 de usuarios que jugaron <span class=3DSpellE><i style=3D'mso-bidi=
-font-style:
normal'>Ragnarok</i></span><i style=3D'mso-bidi-font-style:normal'> </i>en
Jap&oacute;n<span style=3D'letter-spacing:2.0pt'> </span>y Singapur. Luego =
de
eliminar las palabras vac&iacute;as y caracteres especiales, vectorizaron l=
os
registros<span style=3D'letter-spacing:-.75pt'> </span>a<span style=3D'lett=
er-spacing:
-.75pt'> </span>trav&eacute;s<span style=3D'letter-spacing:-.75pt'> </span>=
del<span
style=3D'letter-spacing:-.75pt'> </span>algoritmo<span style=3D'letter-spac=
ing:
-.75pt'> </span><span class=3DSpellE><i style=3D'mso-bidi-font-style:normal=
'>word</i></span><i
style=3D'mso-bidi-font-style:normal'><span style=3D'letter-spacing:-.75pt'>=
 </span><span
class=3DSpellE>embedding</span><span style=3D'letter-spacing:-.75pt'> </spa=
n></i>para<span
style=3D'letter-spacing:-.75pt'> </span>alimentar<span style=3D'letter-spac=
ing:
-.75pt'> </span>al<span style=3D'letter-spacing:-.75pt'> </span>modelo.<span
style=3D'letter-spacing:-.75pt'> </span>La<span style=3D'letter-spacing:-.7=
5pt'> </span>red<span
style=3D'letter-spacing:-.75pt'> </span>neuronal<span style=3D'letter-spaci=
ng:-.75pt'>
</span>tuvo una exactitud de 99.93%, sin embargo, los investigadores
concluyeron que el modelo tiende<span style=3D'letter-spacing:4.0pt;mso-fon=
t-width:
150%'> </span>a sobre ajustarse, por lo que recomendaron explorar otros mod=
elos
de aprendizaje profundo.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.55pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Como<span style=3D'letter-spacing:=
1.15pt'>
</span>se<span style=3D'letter-spacing:1.15pt'> </span>evidencia<span
style=3D'letter-spacing:1.15pt'> </span>en<span style=3D'letter-spacing:1.1=
5pt'> </span>los<span
style=3D'letter-spacing:1.15pt'> </span>trabajos<span style=3D'letter-spaci=
ng:1.15pt'>
</span>mencionados,<span style=3D'letter-spacing:1.15pt'> </span>las<span
style=3D'letter-spacing:1.15pt'> </span>redes<span style=3D'letter-spacing:=
1.15pt'>
</span>neuronales<span style=3D'letter-spacing:1.15pt'> </span>son<span
style=3D'letter-spacing:1.15pt'> </span>utilizadas a menudo en el an&aacute=
;lisis
de estos fen&oacute;menos utilizando distintos modelos. De igual forma, Rah=
man<span
style=3D'letter-spacing:-.45pt'> </span>et<span style=3D'letter-spacing:-.5=
pt'> </span>al.<span
style=3D'letter-spacing:-.45pt'> </span>(2021)<span style=3D'letter-spacing=
:-.45pt'>
</span>eval&uacute;an<span style=3D'letter-spacing:-.45pt'> </span>los<span
style=3D'letter-spacing:-.5pt'> </span>siguientes<span style=3D'letter-spac=
ing:
-.5pt'> </span>modelos<span style=3D'letter-spacing:-.5pt'> </span>de<span
style=3D'letter-spacing:-.45pt'> </span>aprendizaje<span style=3D'letter-sp=
acing:
-.45pt'> </span>autom&aacute;tico:<span style=3D'letter-spacing:-.45pt'> </=
span>SVM,<span
style=3D'letter-spacing:-.45pt'> </span>&aacute;rboles de decisi&oacute;n, =
bosque
aleatorio, regresi&oacute;n log&iacute;stica y clasificador bayesiano.<span
style=3D'letter-spacing:-.2pt'> </span>A<span style=3D'letter-spacing:-.2pt=
'> </span>trav&eacute;s
de varias plataformas<span style=3D'letter-spacing:-.65pt'> </span>(<span
class=3DSpellE>Kaggle</span>,<span style=3D'letter-spacing:-.7pt'> </span>T=
witter,<span
style=3D'letter-spacing:-.7pt'> </span>Wikipedia<span style=3D'letter-spaci=
ng:-.55pt'>
</span>y<span style=3D'letter-spacing:-.75pt'> </span>YouTube)<span
style=3D'letter-spacing:-.55pt'> </span>recuperaron<span style=3D'letter-sp=
acing:
-.55pt'> </span>31,403<span style=3D'letter-spacing:-.55pt'> </span>registr=
os<span
style=3D'letter-spacing:-.55pt'> </span>etiquetados como<span style=3D'lett=
er-spacing:
-.75pt'> </span>inofensivos,<span style=3D'letter-spacing:-.75pt'> </span>y=
<span
style=3D'letter-spacing:-.75pt'> </span>23,663<span style=3D'letter-spacing=
:-.75pt'>
</span>etiquetados<span style=3D'letter-spacing:-.75pt'> </span>como<span
style=3D'letter-spacing:-.75pt'> </span>ciberacoso.<span style=3D'letter-sp=
acing:
-.75pt'> </span>Para<span style=3D'letter-spacing:-.75pt'> </span>este<span
style=3D'letter-spacing:-.75pt'> </span>an&aacute;lisis,<span style=3D'lett=
er-spacing:
-.75pt'> </span>se<span style=3D'letter-spacing:-.75pt'> </span>utilizan<sp=
an
style=3D'letter-spacing:-.75pt'> </span>t&eacute;cnicas de preprocesamiento=
 de
datos (limpieza, derivaci&oacute;n, eliminaci&oacute;n de ruido y palabras
vac&iacute;as)<span style=3D'letter-spacing:4.0pt'> </span>y el valor<span
style=3D'letter-spacing:-.25pt'> </span>TF-IDF para construir los modelos. =
Como
resultado, el bosque aleatorio present&oacute; la mayor precisi&oacute;n de
todos, con el 89%.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>En base a los estudios mencionados=
, los
avances en la detecci&oacute;n y clasificaci&oacute;n del acoso<span
style=3D'letter-spacing:-.5pt'> </span>y<span style=3D'letter-spacing:-.5pt=
'> </span>ciberacoso<span
style=3D'letter-spacing:-.5pt'> </span>van<span style=3D'letter-spacing:-.5=
pt'> </span>desde<span
style=3D'letter-spacing:-.5pt'> </span>el<span style=3D'letter-spacing:-.5p=
t'> </span>an&aacute;lisis<span
style=3D'letter-spacing:-.5pt'> </span>de<span style=3D'letter-spacing:-.5p=
t'> </span>comportamientos<span
style=3D'letter-spacing:-.5pt'> </span>hasta<span style=3D'letter-spacing:-=
.5pt'> </span>la<span
style=3D'letter-spacing:-.5pt'> </span>aplicaci&oacute;n<span style=3D'lett=
er-spacing:
-.5pt'> </span>de<span style=3D'letter-spacing:-.5pt'> </span>modelos<span
style=3D'letter-spacing:-.5pt'> </span>de aprendizaje profundo. Todos ellos
emplearon t&eacute;cnicas de miner&iacute;a de datos o textos y algunos de
ellos coincidieron en varias tareas de preprocesamiento. Sin embargo, la ta=
rea
de s&iacute;ntesis previa<span style=3D'letter-spacing:1.2pt'> </span>de<sp=
an
style=3D'letter-spacing:1.2pt'> </span>los<span style=3D'letter-spacing:1.2=
pt'> </span>datos<span
style=3D'letter-spacing:1.2pt'> </span>es<span style=3D'letter-spacing:1.2p=
t'> </span>fundamental,<span
style=3D'letter-spacing:1.2pt'> </span>debido<span style=3D'letter-spacing:=
1.2pt'> </span>a<span
style=3D'letter-spacing:1.2pt'> </span>que<span style=3D'letter-spacing:1.2=
pt'> </span>los<span
style=3D'letter-spacing:1.2pt'> </span>datos<span style=3D'letter-spacing:1=
.2pt'> </span>suelen<span
style=3D'letter-spacing:1.2pt'> </span>contener<span style=3D'letter-spacin=
g:1.2pt'>
</span>ruido<span style=3D'letter-spacing:1.2pt'> </span>y<span style=3D'le=
tter-spacing:
1.2pt'> </span>afectan al rendimiento de los modelos (Tapia et al., 2018). =
Por
lo tanto, son escasos los trabajos que resaltan la importancia y el uso de
diferentes t&eacute;cnicas en la s&iacute;ntesis de texto en el an&aacute;l=
isis
del acoso y el ciberacoso.</span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DES style=3D'=
font-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 style=3D'margin-left:204.25pt;text-align:justify'><span lang=3DES>Marco=
<span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>Te&oacute;rico</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.5pt;margin-b=
ottom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:103%'><span lang=3DES>El<span style=3D'letter-spacing:1.=
4pt'> </span>acoso<span
style=3D'letter-spacing:1.4pt'> </span>y<span style=3D'letter-spacing:1.4pt=
'> </span>el<span
style=3D'letter-spacing:1.4pt'> </span>ciberacoso<span style=3D'letter-spac=
ing:
1.4pt'> </span>son<span style=3D'letter-spacing:1.4pt'> </span>temas<span
style=3D'letter-spacing:1.4pt'> </span>extensos<span style=3D'letter-spacin=
g:1.4pt'>
</span>por<span style=3D'letter-spacing:1.4pt'> </span>tratar<span
style=3D'letter-spacing:1.4pt'> </span>y<span style=3D'letter-spacing:1.4pt=
'> </span>abarcan<span
style=3D'letter-spacing:1.4pt'> </span>varios<span style=3D'letter-spacing:=
1.4pt'> </span>campos<span
style=3D'letter-spacing:1.4pt'> </span>de la psicolog&iacute;a, desde condu=
ctas
humanas hasta rasgos de personalidad que surgen en edades tempranas, como la
ni&ntilde;ez y adolescencia. Cuando se presenta, suele repetirse a menudo en
ambientes<span style=3D'letter-spacing:2.0pt'> </span>donde<span
style=3D'letter-spacing:2.0pt'> </span>el<span style=3D'letter-spacing:2.0p=
t'> </span>agresor<span
style=3D'letter-spacing:2.0pt'> </span>siente<span style=3D'letter-spacing:=
2.0pt'> </span>confianza<span
style=3D'letter-spacing:2.0pt'> </span>y<span style=3D'letter-spacing:2.0pt=
'> </span>que<span
style=3D'letter-spacing:2.0pt'> </span>el<span style=3D'letter-spacing:2.0p=
t'> </span>agredido<span
style=3D'letter-spacing:2.0pt'> </span>suele<span style=3D'letter-spacing:2=
.0pt'> </span>frecuentar<span
style=3D'letter-spacing:2.0pt'> </span>como<span style=3D'letter-spacing:2.=
0pt'> </span>las</span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;line-height:103%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection7>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><span lang=3DES><o:p>&nbs=
p;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:4.5pt;margin-right:5.55pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;line-height:
103%'><span lang=3DES>escuelas, colegios, universidades y dem&aacute;s
instituciones educativas. Las agresiones van desde insultos, golpes,
discriminaciones, burlas, hasta publicaciones de informaci&oacute;n,
fotograf&iacute;as y videos<span style=3D'letter-spacing:-.2pt'> </span>&ia=
cute;ntimos<span
style=3D'letter-spacing:-.2pt'> </span>que<span style=3D'letter-spacing:-.2=
pt'> </span>buscan<span
style=3D'letter-spacing:-.2pt'> </span>difamar<span style=3D'letter-spacing=
:-.25pt'>
</span>y<span style=3D'letter-spacing:-.2pt'> </span>avergonzar<span
style=3D'letter-spacing:-.2pt'> </span>a<span style=3D'letter-spacing:-.2pt=
'> </span>la<span
style=3D'letter-spacing:-.2pt'> </span>persona<span style=3D'letter-spacing=
:-.2pt'>
</span>agredida.<span style=3D'letter-spacing:-.25pt'> </span>El<span
style=3D'letter-spacing:-.2pt'> </span>ciberacoso<span style=3D'letter-spac=
ing:
-.25pt'> </span>utiliza<span style=3D'letter-spacing:-.25pt'> </span>la
tecnolog&iacute;a<span style=3D'letter-spacing:-.45pt'> </span>como<span
style=3D'letter-spacing:-.4pt'> </span>su<span style=3D'letter-spacing:-.4p=
t'> </span>herramienta<span
style=3D'letter-spacing:-.4pt'> </span>principal<span style=3D'letter-spaci=
ng:-.45pt'>
</span>para<span style=3D'letter-spacing:-.45pt'> </span>agredir<span
style=3D'letter-spacing:-.4pt'> </span>de<span style=3D'letter-spacing:-.45=
pt'> </span>manera<span
style=3D'letter-spacing:-.45pt'> </span>p&uacute;blica<span style=3D'letter=
-spacing:
-.4pt'> </span>o<span style=3D'letter-spacing:-.4pt'> </span>an&oacute;nima=
mente<span
style=3D'letter-spacing:-.45pt'> </span>a<span style=3D'letter-spacing:-.45=
pt'> </span>su
v&iacute;ctima<span style=3D'letter-spacing:-.55pt'> </span>desde<span
style=3D'letter-spacing:-.55pt'> </span>cualquier<span style=3D'letter-spac=
ing:
-.55pt'> </span>parte<span style=3D'letter-spacing:-.55pt'> </span>del<span
style=3D'letter-spacing:-.55pt'> </span>mundo.<span style=3D'letter-spacing=
:-.55pt'>
</span>Estas<span style=3D'letter-spacing:-.55pt'> </span>agresiones<span
style=3D'letter-spacing:-.55pt'> </span>pueden<span style=3D'letter-spacing=
:-.55pt'>
</span>incurrir<span style=3D'letter-spacing:-.55pt'> </span>en<span
style=3D'letter-spacing:-.55pt'> </span>varios<span style=3D'letter-spacing=
:-.55pt'>
</span>problemas f&iacute;sicos y mentales de la persona agredida, desde fa=
lta
de confianza, problemas para socializar, depresi&oacute;n hasta lesiones
f&iacute;sicas o suicidios (Li et al., 2022).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.75pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Tapia et al. (2018) describen al a=
coso
como una conducta intencional carente de &eacute;tica, inmoral<span
style=3D'letter-spacing:-.4pt'> </span>e<span style=3D'letter-spacing:-.4pt=
'> </span>impropia,<span
style=3D'letter-spacing:-.4pt'> </span>que<span style=3D'letter-spacing:-.4=
pt'> </span>se<span
style=3D'letter-spacing:-.4pt'> </span>basa<span style=3D'letter-spacing:-.=
4pt'> </span>en<span
style=3D'letter-spacing:-.4pt'> </span>una<span style=3D'letter-spacing:-.4=
pt'> </span>serie<span
style=3D'letter-spacing:-.4pt'> </span>de<span style=3D'letter-spacing:-.4p=
t'> </span>amenazas<span
style=3D'letter-spacing:-.4pt'> </span>f&iacute;sicas<span style=3D'letter-=
spacing:
-.4pt'> </span>o<span style=3D'letter-spacing:-.4pt'> </span>verbales<span
style=3D'letter-spacing:-.4pt'> </span>hacia<span style=3D'letter-spacing:-=
.4pt'> </span>otra<span
style=3D'letter-spacing:-.4pt'> </span>persona, generando angustia en la
v&iacute;ctima y un desequilibrio de poder entre su persona y el agresor.
Mientras tanto, el ciberacoso es una amenaza que afecta a la sociedad moder=
na
gracias al surgimiento de nuevas tecnolog&iacute;as de informaci&oacute;n. =
Si
bien el avance tecnol&oacute;gico ha sido de <span style=3D'letter-spacing:=
-.1pt'>beneficio</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>en</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>&aacute;reas</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>cr&iacute;ticas</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>como</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>la</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>salud</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>y</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>la</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>educaci&oacute;n,</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>tambi&eacute;n</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>ha</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>generado</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>un</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>problema</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>social </span>grave.
El anonimato en la era digital en conjunto con problemas o trastornos de una
persona puede<span style=3D'letter-spacing:-.5pt'> </span>resultar<span
style=3D'letter-spacing:-.5pt'> </span>en<span style=3D'letter-spacing:-.5p=
t'> </span>posibles<span
style=3D'letter-spacing:-.5pt'> </span>agresores,<span style=3D'letter-spac=
ing:
-.5pt'> </span>que<span style=3D'letter-spacing:-.5pt'> </span>perciben<span
style=3D'letter-spacing:-.5pt'> </span>la<span style=3D'letter-spacing:-.5p=
t'> </span>violencia<span
style=3D'letter-spacing:-.5pt'> </span>como<span style=3D'letter-spacing:-.=
5pt'> </span>una<span
style=3D'letter-spacing:-.5pt'> </span>salida<span style=3D'letter-spacing:=
-.5pt'> </span>a<span
style=3D'letter-spacing:-.5pt'> </span>su<span style=3D'letter-spacing:-.5p=
t'> </span>conflictiva
realidad.<span style=3D'letter-spacing:-.05pt'> </span>En<span style=3D'let=
ter-spacing:
-.05pt'> </span>contraste,<span style=3D'letter-spacing:-.05pt'> </span>la<=
span
style=3D'letter-spacing:-.05pt'> </span>persona<span style=3D'letter-spacin=
g:-.05pt'>
</span>agredida<span style=3D'letter-spacing:-.05pt'> </span>tiende<span
style=3D'letter-spacing:-.05pt'> </span>a<span style=3D'letter-spacing:-.05=
pt'> </span>dificultar<span
style=3D'letter-spacing:-.05pt'> </span>la<span style=3D'letter-spacing:-.0=
5pt'> </span>comunicaci&oacute;n<span
style=3D'letter-spacing:-.05pt'> </span>con<span style=3D'letter-spacing:-.=
05pt'> </span>su<span
style=3D'letter-spacing:-.05pt'> </span>entorno, lo que reduce la posibilid=
ad de
que alg&uacute;n familiar o una persona de su c&iacute;rculo cercano logre
identificar la presencia de ciberacoso f&aacute;cilmente.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>De acuerdo con Herrera et al. (201=
8), la
mayor&iacute;a de ciber atacantes cursan el segundo y tercer a&ntilde;o de =
secundaria,
a diferencia de la mayor&iacute;a de sus v&iacute;ctimas, que cursan el pri=
mer
y segundo<span style=3D'letter-spacing:-.75pt'> </span>a&ntilde;o.<span
style=3D'letter-spacing:-.75pt'> </span>Adicionalmente,<span style=3D'lette=
r-spacing:
-.5pt'> </span>la<span style=3D'letter-spacing:-.5pt'> </span>diferencia<sp=
an
style=3D'letter-spacing:-.5pt'> </span>de<span style=3D'letter-spacing:-.5p=
t'> </span>edad,<span
style=3D'letter-spacing:-.5pt'> </span>el<span style=3D'letter-spacing:-.5p=
t'> </span>contenido<span
style=3D'letter-spacing:-.5pt'> </span>y<span style=3D'letter-spacing:-.5pt=
'> </span>el<span
style=3D'letter-spacing:-.5pt'> </span>tiempo<span style=3D'letter-spacing:=
-.5pt'> </span>de<span
style=3D'letter-spacing:-.5pt'> </span>navegaci&oacute;n<span style=3D'lett=
er-spacing:
-.5pt'> </span>en internet<span style=3D'letter-spacing:-.15pt'> </span>tam=
bi&eacute;n<span
style=3D'letter-spacing:-.15pt'> </span>resultaron<span style=3D'letter-spa=
cing:
-.1pt'> </span>ser<span style=3D'letter-spacing:-.1pt'> </span>factores<span
style=3D'letter-spacing:-.15pt'> </span>a<span style=3D'letter-spacing:-.1p=
t'> </span>tener<span
style=3D'letter-spacing:-.15pt'> </span>en<span style=3D'letter-spacing:-.1=
5pt'> </span>cuenta<span
style=3D'letter-spacing:-.1pt'> </span>a<span style=3D'letter-spacing:-.1pt=
'> </span>la<span
style=3D'letter-spacing:-.15pt'> </span>hora<span style=3D'letter-spacing:-=
.1pt'> </span>de<span
style=3D'letter-spacing:-.1pt'> </span>identificar<span style=3D'letter-spa=
cing:
-.15pt'> </span>a<span style=3D'letter-spacing:-.1pt'> </span>una<span
style=3D'letter-spacing:-.1pt'> </span>persona agresora<span style=3D'lette=
r-spacing:
-.1pt'> </span>o<span style=3D'letter-spacing:-.1pt'> </span>v&iacute;ctima=
.<span
style=3D'letter-spacing:-.15pt'> </span>Seg&uacute;n<span style=3D'letter-s=
pacing:
-.1pt'> </span>Martin-Criado<span style=3D'letter-spacing:-.15pt'> </span>e=
t<span
style=3D'letter-spacing:-.1pt'> </span>al.<span style=3D'letter-spacing:-.1=
pt'> </span>(2021),<span
style=3D'letter-spacing:-.1pt'> </span>las<span style=3D'letter-spacing:-.1=
pt'> </span>plataformas<span
style=3D'letter-spacing:-.15pt'> </span>y<span style=3D'letter-spacing:-.1p=
t'> </span>actividades<span
style=3D'letter-spacing:-.15pt'> </span>de<span style=3D'letter-spacing:-.1=
pt'> </span>mayor
visita<span style=3D'letter-spacing:-.25pt'> </span>para<span style=3D'lett=
er-spacing:
-.25pt'> </span>los<span style=3D'letter-spacing:-.25pt'> </span>menores<sp=
an
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>edad<span
style=3D'letter-spacing:-.25pt'> </span>se<span style=3D'letter-spacing:-.2=
5pt'> </span>centran<span
style=3D'letter-spacing:-.25pt'> </span>en<span style=3D'letter-spacing:-.2=
5pt'> </span>las<span
style=3D'letter-spacing:-.25pt'> </span>redes<span style=3D'letter-spacing:=
-.25pt'>
</span>sociales<span style=3D'letter-spacing:-.25pt'> </span>y<span
style=3D'letter-spacing:-.25pt'> </span>plataformas<span style=3D'letter-sp=
acing:
-.25pt'> </span>de<span style=3D'letter-spacing:-.25pt'> </span>video.<span
style=3D'letter-spacing:-.25pt'> </span>Su<span style=3D'letter-spacing:-.2=
pt'> </span>alto
consumo<span style=3D'letter-spacing:-.5pt'> </span>hace<span style=3D'lett=
er-spacing:
-.5pt'> </span>que<span style=3D'letter-spacing:-.5pt'> </span>los<span
style=3D'letter-spacing:-.5pt'> </span>menores<span style=3D'letter-spacing=
:-.5pt'>
</span>tiendan<span style=3D'letter-spacing:-.5pt'> </span>a<span
style=3D'letter-spacing:-.5pt'> </span>recrear<span style=3D'letter-spacing=
:-.5pt'>
</span>las<span style=3D'letter-spacing:-.5pt'> </span>situaciones,<span
style=3D'letter-spacing:-.5pt'> </span>comportamientos<span style=3D'letter=
-spacing:
-.5pt'> </span>y<span style=3D'letter-spacing:-.5pt'> </span>l&eacute;xico<=
span
style=3D'letter-spacing:-.5pt'> </span>que se exhiben en dichas plataformas=
, lo
que incrementa la probabilidad de que un menor pueda recrear comportamientos
violentos en su entorno.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.65pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Por otro lado, la miner&iacute;a de
datos es una t&eacute;cnica<span style=3D'letter-spacing:-.05pt'> </span>qu=
e se
ha popularizado<span style=3D'letter-spacing:-.05pt'> </span>en los
&uacute;ltimos a&ntilde;os;<span style=3D'letter-spacing:-.55pt'> </span>pe=
rmite<span
style=3D'letter-spacing:-.55pt'> </span>analizar<span style=3D'letter-spaci=
ng:-.55pt'>
</span>grandes<span style=3D'letter-spacing:-.55pt'> </span>conjuntos<span
style=3D'letter-spacing:-.55pt'> </span>de<span style=3D'letter-spacing:-.5=
5pt'> </span>datos<span
style=3D'letter-spacing:-.55pt'> </span>con<span style=3D'letter-spacing:-.=
55pt'> </span>el<span
style=3D'letter-spacing:-.55pt'> </span>fin<span style=3D'letter-spacing:-.=
55pt'> </span>de<span
style=3D'letter-spacing:-.55pt'> </span>encontrar<span style=3D'letter-spac=
ing:
-.55pt'> </span>y<span style=3D'letter-spacing:-.55pt'> </span>esclarecer<s=
pan
style=3D'letter-spacing:-.55pt'> </span>cualquier patr&oacute;n o relaci&oa=
cute;n
no evidente a simple vista. Entre sus tareas m&aacute;s conocidas se encuen=
tran
el an&aacute;lisis,<span style=3D'letter-spacing:-.35pt'> </span>s&iacute;n=
tesis<span
style=3D'letter-spacing:-.35pt'> </span>y<span style=3D'letter-spacing:-.35=
pt'> </span>visualizaci&oacute;n<span
style=3D'letter-spacing:-.35pt'> </span>de<span style=3D'letter-spacing:-.3=
5pt'> </span>datos.<span
style=3D'letter-spacing:-.35pt'> </span>Su<span style=3D'letter-spacing:-.3=
5pt'> </span>finalidad<span
style=3D'letter-spacing:-.35pt'> </span>es<span style=3D'letter-spacing:-.3=
5pt'> </span>generar<span
style=3D'letter-spacing:-.35pt'> </span>conocimiento<span style=3D'letter-s=
pacing:
-.35pt'> </span>sobre<span style=3D'letter-spacing:-.35pt'> </span>temas<sp=
an
style=3D'letter-spacing:-.35pt'> </span>de inter&eacute;s, ayudar en la tom=
a de
decisiones empresariales u optimizar procesos industriales. Con la<span
style=3D'letter-spacing:-.1pt'> </span>generaci&oacute;n<span style=3D'lett=
er-spacing:
-.1pt'> </span>masiva<span style=3D'letter-spacing:-.1pt'> </span>de<span
style=3D'letter-spacing:-.1pt'> </span>informaci&oacute;n<span style=3D'let=
ter-spacing:
-.1pt'> </span>actual,<span style=3D'letter-spacing:-.1pt'> </span>las<span
style=3D'letter-spacing:-.1pt'> </span>fuentes<span style=3D'letter-spacing=
:-.1pt'>
</span>de<span style=3D'letter-spacing:-.1pt'> </span>datos<span
style=3D'letter-spacing:-.1pt'> </span>se<span style=3D'letter-spacing:-.1p=
t'> </span>pueden<span
style=3D'letter-spacing:-.1pt'> </span>encontrar<span style=3D'letter-spaci=
ng:-.1pt'>
</span>en<span style=3D'letter-spacing:-.1pt'> </span>l&iacute;nea, a
trav&eacute;s de gestores de bases de datos o se generan mediante encuestas,
grupos focales y otras t&eacute;cnicas<span style=3D'letter-spacing:-.2pt'>=
 </span>de<span
style=3D'letter-spacing:-.2pt'> </span>recolecci&oacute;n.<span style=3D'le=
tter-spacing:
-.2pt'> </span>Entre<span style=3D'letter-spacing:-.2pt'> </span>los<span
style=3D'letter-spacing:-.2pt'> </span>sectores<span style=3D'letter-spacin=
g:-.2pt'>
</span>m&aacute;s<span style=3D'letter-spacing:-.2pt'> </span>interesados<s=
pan
style=3D'letter-spacing:-.2pt'> </span>en<span style=3D'letter-spacing:-.2p=
t'> </span>la<span
style=3D'letter-spacing:-.2pt'> </span>miner&iacute;a<span style=3D'letter-=
spacing:
-.2pt'> </span>de<span style=3D'letter-spacing:-.2pt'> </span>datos<span
style=3D'letter-spacing:-.2pt'> </span>se<span style=3D'letter-spacing:-.2p=
t'> </span>encuentra
<span style=3D'letter-spacing:-.1pt'>el</span><span style=3D'letter-spacing=
:-.35pt'>
</span><span style=3D'letter-spacing:-.1pt'>sector</span><span style=3D'let=
ter-spacing:
-.35pt'> </span><span style=3D'letter-spacing:-.1pt'>empresarial,</span><sp=
an
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>que</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>aprovecha</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>este</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>proceso</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>para</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>detectar</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>anomal&iacute;as,</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>fraudes</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>o</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>mejorar</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>sus </span>estrategias
comerciales. Existen metodolog&iacute;as maduras que facilitan y estandariz=
an
sus fases, como el descubrimiento de conocimientos en las bases de datos (K=
DD)
con sus seis etapas: <span style=3D'letter-spacing:-.1pt'>selecci&oacute;n<=
/span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>datos,</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>preprocesamiento,</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>transformaci&oacute;n,</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>miner&iacute;a</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>datos,</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>evaluaci&oacute;n</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>y</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>finalmente
</span>interpretaci&oacute;n (<span class=3DSpellE>Schr&ouml;er</span> et a=
l.,
2021).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.1pt'><span lang=3DES style=3D'f=
ont-size:
13.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>El<span style=3D'letter-spacing:-.=
45pt'> </span>preprocesamiento<span
style=3D'letter-spacing:-.4pt'> </span>de<span style=3D'letter-spacing:-.45=
pt'> </span>datos<span
style=3D'letter-spacing:-.45pt'> </span>es<span style=3D'letter-spacing:-.4=
5pt'> </span>una<span
style=3D'letter-spacing:-.45pt'> </span>tarea<span style=3D'letter-spacing:=
-.45pt'>
</span>que<span style=3D'letter-spacing:-.45pt'> </span>consiste<span
style=3D'letter-spacing:-.45pt'> </span>en<span style=3D'letter-spacing:-.4=
pt'> </span>la<span
style=3D'letter-spacing:-.45pt'> </span>limpieza<span style=3D'letter-spaci=
ng:-.45pt'>
</span>y<span style=3D'letter-spacing:-.4pt'> </span>eliminaci&oacute;n<span
style=3D'letter-spacing:-.4pt'> </span>del ruido<span style=3D'letter-spaci=
ng:-.5pt'>
</span>de<span style=3D'letter-spacing:-.5pt'> </span>los<span style=3D'let=
ter-spacing:
-.5pt'> </span>datos<span style=3D'letter-spacing:-.5pt'> </span>para<span
style=3D'letter-spacing:-.5pt'> </span>ajustarse<span style=3D'letter-spaci=
ng:-.5pt'>
</span>a<span style=3D'letter-spacing:-.5pt'> </span>t&eacute;cnicas<span
style=3D'letter-spacing:-.5pt'> </span>y<span style=3D'letter-spacing:-.5pt=
'> </span>modelos<span
style=3D'letter-spacing:-.5pt'> </span>de<span style=3D'letter-spacing:-.5p=
t'> </span>miner&iacute;a<span
style=3D'letter-spacing:-.5pt'> </span>de<span style=3D'letter-spacing:-.5p=
t'> </span>datos.<span
style=3D'letter-spacing:-.5pt'> </span>Estas<span style=3D'letter-spacing:-=
.5pt'> </span>tareas<span
style=3D'letter-spacing:-.5pt'> </span>mejoran la calidad, consistencia y
confiabilidad de los datos al corregir, reemplazar y eliminar datos
incorrectos,<span style=3D'letter-spacing:-.1pt'> </span>irrelevantes<span
style=3D'letter-spacing:-.1pt'> </span>o<span style=3D'letter-spacing:-.1pt=
'> </span>redundantes.<span
style=3D'letter-spacing:-.1pt'> </span>La<span style=3D'letter-spacing:-.1p=
t'> </span>transformaci&oacute;n,<span
style=3D'letter-spacing:-.1pt'> </span>por<span style=3D'letter-spacing:-.1=
pt'> </span>otra<span
style=3D'letter-spacing:-.1pt'> </span>parte,<span style=3D'letter-spacing:=
-.1pt'> </span>incluye<span
style=3D'letter-spacing:-.1pt'> </span>la<span style=3D'letter-spacing:-.1p=
t'> </span>selecci&oacute;n
<span style=3D'letter-spacing:-.1pt'>de</span><span style=3D'letter-spacing=
:-.6pt'>
</span><span style=3D'letter-spacing:-.1pt'>atributos</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>relevantes</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>en</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>el</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>estudio,</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>as&iacute;</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>como</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>t&eacute;cnicas</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>de</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>transformaci&oacute;n</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>como</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>la</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>discretizaci&oacute;n,
</span>normalizaci&oacute;n<span style=3D'letter-spacing:-.35pt'> </span>y<=
span
style=3D'letter-spacing:-.3pt'> </span>aumento<span style=3D'letter-spacing=
:-.3pt'>
</span>o<span style=3D'letter-spacing:-.3pt'> </span>reducci&oacute;n<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.3p=
t'> </span>dimensionalidad.<span
style=3D'letter-spacing:-.95pt'> </span>Adicionalmente,<span style=3D'lette=
r-spacing:
-.3pt'> </span>en<span style=3D'letter-spacing:-.3pt'> </span>caso<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.3p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>tratarse</span></span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;line-height:103%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection8>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><span lang=3DES><o:p>&nbs=
p;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:4.5pt;margin-right:1.05pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;line-height:103%'><span lang=
=3DES>de<span
style=3D'letter-spacing:-.65pt'> </span>un<span style=3D'letter-spacing:-.6=
5pt'> </span>tipo<span
style=3D'letter-spacing:-.65pt'> </span>de<span style=3D'letter-spacing:-.6=
5pt'> </span>aprendizaje<span
style=3D'letter-spacing:-.65pt'> </span>supervisado,<span style=3D'letter-s=
pacing:
-.65pt'> </span>se<span style=3D'letter-spacing:-.65pt'> </span>debe<span
style=3D'letter-spacing:-.65pt'> </span>establecer<span style=3D'letter-spa=
cing:
-.65pt'> </span>el<span style=3D'letter-spacing:-.65pt'> </span>atributo<sp=
an
style=3D'letter-spacing:-.65pt'> </span>de<span style=3D'letter-spacing:-.6=
5pt'> </span>salida<span
style=3D'letter-spacing:-.65pt'> </span>o<span style=3D'letter-spacing:-.65=
pt'> </span>etiqueta<span
style=3D'letter-spacing:-.65pt'> </span>(Castro R et al., 2018).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.1pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.65pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES style=3D'letter-spacing:-.1pt'>El<=
/span><span
lang=3DES style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'l=
etter-spacing:
-.1pt'>aprendizaje</span><span lang=3DES style=3D'letter-spacing:-.5pt'> </=
span><span
lang=3DES style=3D'letter-spacing:-.1pt'>supervisado</span><span lang=3DES
style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'letter-spac=
ing:-.1pt'>se</span><span
lang=3DES style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'l=
etter-spacing:
-.1pt'>utiliza</span><span lang=3DES style=3D'letter-spacing:-.5pt'> </span=
><span
lang=3DES style=3D'letter-spacing:-.1pt'>en</span><span lang=3DES style=3D'=
letter-spacing:
-.5pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>situaciones</=
span><span
lang=3DES style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'l=
etter-spacing:
-.1pt'>espec&iacute;ficas</span><span lang=3DES style=3D'letter-spacing:-.5=
pt'> </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>en</span><span lang=3DES style=3D'=
letter-spacing:
-.5pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>donde</span><=
span
lang=3DES style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'l=
etter-spacing:
-.1pt'>se</span><span lang=3DES style=3D'letter-spacing:-.5pt'> </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>quiere</span><span lang=3DES
style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'letter-spac=
ing:-.1pt'>inferir
</span><span lang=3DES>conocimiento a partir de datos etiquetados, es decir=
, que
se conoce su variable a predecir o clasificar.<span style=3D'letter-spacing=
:-.2pt'>
</span>En<span style=3D'letter-spacing:-.2pt'> </span>esta<span style=3D'le=
tter-spacing:
-.2pt'> </span>t&eacute;cnica<span style=3D'letter-spacing:-.2pt'> </span>s=
e<span
style=3D'letter-spacing:-.2pt'> </span>utilizan<span style=3D'letter-spacin=
g:-.2pt'>
</span>los<span style=3D'letter-spacing:-.2pt'> </span>datos<span
style=3D'letter-spacing:-.2pt'> </span>etiquetados<span style=3D'letter-spa=
cing:
-.2pt'> </span>para<span style=3D'letter-spacing:-.2pt'> </span>entrenar<sp=
an
style=3D'letter-spacing:-.2pt'> </span>el<span style=3D'letter-spacing:-.2p=
t'> </span>modelo,<span
style=3D'letter-spacing:-.2pt'> </span>y<span style=3D'letter-spacing:-.2pt=
'> </span>se<span
style=3D'letter-spacing:-.2pt'> </span>eval&uacute;a con datos no etiquetad=
os
para medir su rendimiento. Uno de los modelos utilizados en este estudio<sp=
an
style=3D'letter-spacing:-.3pt'> </span>y<span style=3D'letter-spacing:-.3pt=
'> </span>m&aacute;s<span
style=3D'letter-spacing:-.3pt'> </span>populares<span style=3D'letter-spaci=
ng:-.3pt'>
</span>de<span style=3D'letter-spacing:-.3pt'> </span>aprendizaje<span
style=3D'letter-spacing:-.3pt'> </span>supervisado<span style=3D'letter-spa=
cing:
-.3pt'> </span>es<span style=3D'letter-spacing:-.3pt'> </span>el<span
style=3D'letter-spacing:-.3pt'> </span>&aacute;rbol<span style=3D'letter-sp=
acing:
-.3pt'> </span>de<span style=3D'letter-spacing:-.3pt'> </span>decisi&oacute=
;n,<span
style=3D'letter-spacing:-.3pt'> </span>un<span style=3D'letter-spacing:-.3p=
t'> </span>modelo<span
style=3D'letter-spacing:-.3pt'> </span>f&aacute;cil<span style=3D'letter-sp=
acing:
-.3pt'> </span>de implementar e interpretar cuando se configura adecuadamen=
te.
Su funcionamiento se basa en la estructura de un &aacute;rbol, y representa=
 a
las caracter&iacute;sticas o atributos seleccionados mediante nodos, y a su
vez, ramifica las opciones de cada una (<span class=3DSpellE>Ramirez</span>=
 y <span
class=3DSpellE>Ccallohuari</span>, 2020).</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.45pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Por otra parte, el aprendizaje no
supervisado no dispone de una variable de salida preestablecida, sino que t=
rata
de encontrar patrones o relaciones en el conjunto de datos que permitan<span
style=3D'letter-spacing:1.35pt'> </span>clasificar,<span style=3D'letter-sp=
acing:
1.35pt'> </span>categorizar<span style=3D'letter-spacing:1.35pt'> </span>o<=
span
style=3D'letter-spacing:1.35pt'> </span>etiquetar<span style=3D'letter-spac=
ing:
1.35pt'> </span>los<span style=3D'letter-spacing:1.35pt'> </span>registros.=
<span
style=3D'letter-spacing:1.35pt'> </span>Una<span style=3D'letter-spacing:1.=
35pt'> </span>de<span
style=3D'letter-spacing:1.35pt'> </span>las<span style=3D'letter-spacing:1.=
35pt'> </span>t&eacute;cnicas<span
style=3D'letter-spacing:1.35pt'> </span>m&aacute;s<span style=3D'letter-spa=
cing:
1.35pt'> </span>utilizadas en el aprendizaje no supervisado y por ende en e=
ste
estudio es el agrupamiento. Esta t&eacute;cnica trata de generar grupos con
registros similares y separar los grupos con caracter&iacute;sticas ajenas.=
 Su
funcionamiento se basa en el uso de m&eacute;tricas de distancia o similitu=
d,
como la euclidiana, coseno,<span style=3D'letter-spacing:-.5pt'> </span>man=
hattan,<span
style=3D'letter-spacing:-.5pt'> </span>entre<span style=3D'letter-spacing:-=
.5pt'> </span>otras<span
style=3D'letter-spacing:-.5pt'> </span>(Roux,<span style=3D'letter-spacing:=
-.5pt'> </span>2018).<span
style=3D'letter-spacing:-.5pt'> </span>Existen<span style=3D'letter-spacing=
:-.5pt'>
</span>variaciones<span style=3D'letter-spacing:-.5pt'> </span>de<span
style=3D'letter-spacing:-.5pt'> </span>esta<span style=3D'letter-spacing:-.=
5pt'> </span>t&eacute;cnica<span
style=3D'letter-spacing:-.5pt'> </span>con<span style=3D'letter-spacing:-.5=
pt'> </span>diferentes
algoritmos internos y la elecci&oacute;n de alguna depender&aacute; del tip=
o de
datos y el problema que se quiera afrontar (<span class=3DSpellE>Bracco</sp=
an>,
2018).</span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><span lang=3DES style=3D'f=
ont-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 align=3Dleft style=3D'margin-left:186.3pt;text-align:left'><span lang=
=3DES>Materiales<span
style=3D'letter-spacing:-.3pt'> </span>y<span style=3D'letter-spacing:-.2pt=
'> </span><span
style=3D'letter-spacing:-.1pt'>M&eacute;todos</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.75pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES style=3D'letter-spacing:-.1pt'>Los=
</span><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>materiales</span><span lang=3DES style=3D'letter-spacing:-.45pt'> </=
span><span
lang=3DES style=3D'letter-spacing:-.1pt'>necesarios</span><span lang=3DES
style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>para</span><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>la</span><span lang=3DES style=3D'letter-spacing:-.45pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.1pt'>aplicaci&oacute;n</span><span lang=
=3DES
style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>de</span><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>t&eacute;cnicas</span><span lang=3DES style=3D'letter-spacing:-.45pt=
'> </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>y</span><span lang=3DES style=3D'l=
etter-spacing:
-.45pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>algoritmos</=
span><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>de</span><span lang=3DES style=3D'letter-spacing:-.45pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.1pt'>miner&iacute;a</span><span lang=3D=
ES
style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>de</span><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>datos </span><span lang=3DES>en este estudio se describen a
continuaci&oacute;n:</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.1pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoListParagraph align=3Dleft style=3D'margin-top:0cm;margin-rig=
ht:0cm;
margin-bottom:0cm;margin-left:69.95pt;margin-bottom:.0001pt;text-align:left;
text-indent:-17.95pt;mso-list:l0 level1 lfo1;tab-stops:69.95pt'><![if !supp=
ortLists]><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt'><span
style=3D'mso-list:Ignore'>&#8226;<span style=3D'font:7.0pt "Times New Roman=
"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt'>Plataforma<span style=3D'letter-spacing:-.05pt'>=
 </span>de<span
style=3D'letter-spacing:-.05pt'> </span>miner&iacute;a<span style=3D'letter=
-spacing:
-.05pt'> </span>de<span style=3D'letter-spacing:-.05pt'> </span>datos<span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>RapidMiner</span></span><span style=3D'lette=
r-spacing:
-.1pt'>.</span><o:p></o:p></span></p>

<p class=3DMsoListParagraph align=3Dleft style=3D'margin-top:.65pt;text-ali=
gn:left;
line-height:103%;mso-list:l0 level1 lfo1;tab-stops:70.0pt'><![if !supportLi=
sts]><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><span
style=3D'mso-list:Ignore'>&#8226;<span style=3D'font:7.0pt "Times New Roman=
"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>Conjunto de datos de encuestas
sobre experiencias con el acoso y ciberacoso en<span style=3D'letter-spacin=
g:
4.0pt'> </span>estudiantes universitarios.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.1pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.85pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span class=3DSpellE><span lang=3DES style=3D'lett=
er-spacing:
-.1pt'>RapidMiner</span></span><span lang=3DES style=3D'letter-spacing:-.5p=
t'> </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>es</span><span lang=3DES style=3D'=
letter-spacing:
-.5pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>un</span><span
lang=3DES style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'l=
etter-spacing:
-.1pt'>software</span><span lang=3DES style=3D'letter-spacing:-.5pt'> </spa=
n><span
lang=3DES style=3D'letter-spacing:-.1pt'>libre</span><span lang=3DES
style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'letter-spac=
ing:-.1pt'>y</span><span
lang=3DES style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'l=
etter-spacing:
-.1pt'>gratuito</span><span lang=3DES style=3D'letter-spacing:-.5pt'> </spa=
n><span
lang=3DES style=3D'letter-spacing:-.1pt'>(en</span><span lang=3DES style=3D=
'letter-spacing:
-.5pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>su</span><span
lang=3DES style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'l=
etter-spacing:
-.1pt'>versi&oacute;n</span><span lang=3DES style=3D'letter-spacing:-.5pt'>=
 </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>b&aacute;sica)</span><span lang=3D=
ES
style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'letter-spac=
ing:-.1pt'>de</span><span
lang=3DES style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'l=
etter-spacing:
-.1pt'>an&aacute;lisis</span><span lang=3DES style=3D'letter-spacing:-.5pt'=
> </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>y</span><span lang=3DES style=3D'l=
etter-spacing:
-.5pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>miner&iacute;=
a</span><span
lang=3DES style=3D'letter-spacing:-.5pt'> </span><span lang=3DES style=3D'l=
etter-spacing:
-.1pt'>de </span><span lang=3DES>datos<span style=3D'letter-spacing:-.6pt'>=
 </span>que<span
style=3D'letter-spacing:-.6pt'> </span>cuenta<span style=3D'letter-spacing:=
-.6pt'> </span>con<span
style=3D'letter-spacing:-.6pt'> </span>una<span style=3D'letter-spacing:-.6=
pt'> </span>interfaz<span
style=3D'letter-spacing:-.6pt'> </span>gr&aacute;fica<span style=3D'letter-=
spacing:
-.6pt'> </span>amigable<span style=3D'letter-spacing:-.6pt'> </span>hacia<s=
pan
style=3D'letter-spacing:-.6pt'> </span>el<span style=3D'letter-spacing:-.6p=
t'> </span>usuario<span
style=3D'letter-spacing:-.6pt'> </span>y<span style=3D'letter-spacing:-.6pt=
'> </span>un<span
style=3D'letter-spacing:-.6pt'> </span>flujo<span style=3D'letter-spacing:-=
.6pt'> </span>de<span
style=3D'letter-spacing:-.6pt'> </span>trabajo<span style=3D'letter-spacing=
:-.6pt'>
</span>basado en<span style=3D'letter-spacing:-.3pt'> </span>operadores<span
style=3D'letter-spacing:-.25pt'> </span>y<span style=3D'letter-spacing:-.25=
pt'> </span>conexiones,<span
style=3D'letter-spacing:-.25pt'> </span>logrando<span style=3D'letter-spaci=
ng:-.25pt'>
</span>mayor<span style=3D'letter-spacing:-.25pt'> </span>productividad<span
style=3D'letter-spacing:-.25pt'> </span>en<span style=3D'letter-spacing:-.2=
5pt'> </span>menos<span
style=3D'letter-spacing:-.25pt'> </span>tiempo.<span style=3D'letter-spacin=
g:-.75pt'>
</span>Adem&aacute;s,<span style=3D'letter-spacing:-.25pt'> </span>cuenta <=
span
style=3D'letter-spacing:-.1pt'>con</span><span style=3D'letter-spacing:-.65=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>m&aacute;s</span><span style=3D'letter-spaci=
ng:-.65pt'>
</span><span style=3D'letter-spacing:-.1pt'>de</span><span style=3D'letter-=
spacing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>1,500</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>operadores</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>que</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>van</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>desde</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>tareas</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>preprocesamiento</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>hasta</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>t&eacute;cnicas</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>avanzadas
</span>de modelado y visualizaci&oacute;n de datos (<span class=3DSpellE>Ka=
thuria</span>
et al., 2021). Asimismo, es compatible con los<span style=3D'letter-spacing=
:-.15pt'>
</span>formatos<span style=3D'letter-spacing:-.15pt'> </span>de<span
style=3D'letter-spacing:-.15pt'> </span>archivos<span style=3D'letter-spaci=
ng:-.15pt'>
</span>que<span style=3D'letter-spacing:-.15pt'> </span>albergan<span
style=3D'letter-spacing:-.15pt'> </span>los<span style=3D'letter-spacing:-.=
15pt'> </span>conjuntos<span
style=3D'letter-spacing:-.15pt'> </span>de<span style=3D'letter-spacing:-.1=
5pt'> </span>datos<span
style=3D'letter-spacing:-.15pt'> </span>m&aacute;s<span style=3D'letter-spa=
cing:
-.15pt'> </span>utilizados<span style=3D'letter-spacing:-.15pt'> </span>com=
o<span
style=3D'letter-spacing:-.15pt'> </span>archivos<span style=3D'letter-spaci=
ng:-.15pt'>
</span>de Excel. Este tipo de archivo contiene registros de datos de una
encuesta realizada a estudiantes universitarios<span style=3D'letter-spacin=
g:
-.15pt'> </span>con<span style=3D'letter-spacing:-.15pt'> </span>el<span
style=3D'letter-spacing:-.15pt'> </span>fin<span style=3D'letter-spacing:-.=
15pt'> </span>de<span
style=3D'letter-spacing:-.15pt'> </span>recolectar<span style=3D'letter-spa=
cing:
-.15pt'> </span>informaci&oacute;n<span style=3D'letter-spacing:-.15pt'> </=
span>demogr&aacute;fica,<span
style=3D'letter-spacing:-.15pt'> </span>estudiantil<span style=3D'letter-sp=
acing:
-.15pt'> </span>y<span style=3D'letter-spacing:-.15pt'> </span>experiencias=
<span
style=3D'letter-spacing:-.15pt'> </span>con el<span style=3D'letter-spacing=
:-.65pt'>
</span>acoso<span style=3D'letter-spacing:-.65pt'> </span>y<span
style=3D'letter-spacing:-.65pt'> </span>el<span style=3D'letter-spacing:-.6=
5pt'> </span>ciberacoso.<span
style=3D'letter-spacing:-.65pt'> </span>El<span style=3D'letter-spacing:-.6=
5pt'> </span>conjunto<span
style=3D'letter-spacing:-.65pt'> </span>de<span style=3D'letter-spacing:-.6=
5pt'> </span>datos<span
style=3D'letter-spacing:-.65pt'> </span>cuenta<span style=3D'letter-spacing=
:-.65pt'>
</span>con<span style=3D'letter-spacing:-.65pt'> </span>702<span
style=3D'letter-spacing:-.65pt'> </span>registros<span style=3D'letter-spac=
ing:
-.65pt'> </span>y<span style=3D'letter-spacing:-.65pt'> </span>un<span
style=3D'letter-spacing:-.65pt'> </span>total<span style=3D'letter-spacing:=
-.65pt'>
</span>de<span style=3D'letter-spacing:-.65pt'> </span>55<span style=3D'let=
ter-spacing:
-.65pt'> </span>atributos o columnas.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.8pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Para aplicar con &eacute;xito los
procesos y algoritmos de miner&iacute;a de datos en cualquier entorno, es
necesario aplicar la metodolog&iacute;a KDD (Gupta y <span class=3DSpellE>C=
handra</span>,
2020). Por lo tanto, es imprescindible una fase previa de conocimiento,
familiarizaci&oacute;n y preprocesamiento de los datos, para comprender los
tipos de datos, su extensi&oacute;n, longitud, atributos, inconsistencias y=
 el<span
style=3D'letter-spacing:-.25pt'> </span>atributo<span style=3D'letter-spaci=
ng:-.25pt'>
</span>o<span style=3D'letter-spacing:-.25pt'> </span>etiqueta<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>salida<span
style=3D'letter-spacing:-.25pt'> </span>en<span style=3D'letter-spacing:-.2=
5pt'> </span>caso<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>tratarse<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>un<span
style=3D'letter-spacing:-.25pt'> </span>aprendizaje<span style=3D'letter-sp=
acing:
-.25pt'> </span>supervisado<span style=3D'letter-spacing:-.25pt'> </span>(R=
uiz-Ch&aacute;vez
et<span style=3D'letter-spacing:-.05pt'> </span>al.,<span style=3D'letter-s=
pacing:
-.05pt'> </span>2018).<span style=3D'letter-spacing:-.05pt'> </span>La<span
style=3D'letter-spacing:-.05pt'> </span>etiqueta<span style=3D'letter-spaci=
ng:-.1pt'>
</span>es<span style=3D'letter-spacing:-.05pt'> </span>un<span style=3D'let=
ter-spacing:
-.05pt'> </span>valor<span style=3D'letter-spacing:-.05pt'> </span>que<span
style=3D'letter-spacing:-.05pt'> </span>clasifica<span style=3D'letter-spac=
ing:
-.1pt'> </span>o<span style=3D'letter-spacing:-.05pt'> </span>categoriza<sp=
an
style=3D'letter-spacing:-.1pt'> </span>al<span style=3D'letter-spacing:-.05=
pt'> </span>registro;<span
style=3D'letter-spacing:-.05pt'> </span>en<span style=3D'letter-spacing:-.0=
5pt'> </span>este<span
style=3D'letter-spacing:-.05pt'> </span>contexto,<span style=3D'letter-spac=
ing:
-.1pt'> </span>un atributo<span style=3D'letter-spacing:-.2pt'> </span>que<=
span
style=3D'letter-spacing:-.2pt'> </span>indica<span style=3D'letter-spacing:=
-.2pt'> </span>si<span
style=3D'letter-spacing:-.2pt'> </span>el<span style=3D'letter-spacing:-.2p=
t'> </span>encuestado<span
style=3D'letter-spacing:-.2pt'> </span>ha<span style=3D'letter-spacing:-.2p=
t'> </span>sufrido<span
style=3D'letter-spacing:-.2pt'> </span>de<span style=3D'letter-spacing:-.2p=
t'> </span>acoso<span
style=3D'letter-spacing:-.2pt'> </span>o<span style=3D'letter-spacing:-.2pt=
'> </span>ciberacoso.<span
style=3D'letter-spacing:-.2pt'> </span>En<span style=3D'letter-spacing:-.2p=
t'> </span>esta<span
style=3D'letter-spacing:-.2pt'> </span>fase<span style=3D'letter-spacing:-.=
2pt'> </span>se<span
style=3D'letter-spacing:-.2pt'> </span>aplicaron los siguientes procesos:</=
span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;line-height:103%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection9>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><span lang=3DES><o:p>&nbs=
p;</o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:4.5pt;margin-right:5.5pt;
margin-bottom:0cm;margin-left:70.0pt;margin-bottom:.0001pt;line-height:103%;
mso-list:l0 level1 lfo1;tab-stops:70.0pt'><![if !supportLists]><span lang=
=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%'><span
style=3D'mso-list:Ignore'>&#8226;<span style=3D'font:7.0pt "Times New Roman=
"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><i style=3D'mso-bidi-font-style:normal'><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>Selecci&oacute;n</span></i><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.6pt'> </span></i><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.1pt'>de</span></i><i style=3D'mso-bidi-fo=
nt-style:
normal'><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.6pt'> </span></i><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.1pt'>atributos</span></i><i style=3D'mso-=
bidi-font-style:
normal'><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.6pt'> </span></i><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.1pt'>o</span></i><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.6pt'> </span></i><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.1pt'>variables</span></i><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>:</span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.6pt'> </span><span lang=3DES style=3D'fon=
t-size:
12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>se<=
/span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.6pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.1pt'>seleccionaron</span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.6pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.1pt'>los</span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.6pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>atributos</span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.6pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>m&aacute;s</span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.6pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>relevantes</span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.6pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>de</span><span lang=3DES style=3D'fo=
nt-size:
12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.6pt'> </=
span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>la encuesta</span><span lang=3DES style=3D'font-size:=
12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>realizada</span><span lang=3DES style=3D'font-size:12=
.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>para</span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>el</span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>an&aacute;lisis</span><span lang=3DES style=3D'font-s=
ize:
12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> <=
/span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>y</span><span lang=3DES style=3D'font-size:12.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>la</span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-siz=
e:11.0pt;
line-height:103%;letter-spacing:-.35pt'> </span><span class=3DSpellE><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>sintetizaci&oacute;n</span></span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.35pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-siz=
e:11.0pt;
line-height:103%;letter-spacing:-.1pt'>textual</span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.35pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-siz=
e:11.0pt;
line-height:103%;letter-spacing:-.1pt'>del</span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.35pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-siz=
e:11.0pt;
line-height:103%;letter-spacing:-.1pt'>acoso</span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.35pt'> </span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-siz=
e:11.0pt;
line-height:103%;letter-spacing:-.1pt'>y</span><span lang=3DES style=3D'fon=
t-size:
12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> <=
/span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>el</span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>ciberacoso. </span><span lang=3DES style=3D'font-size=
:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>Para ello, se analizaron 18
atributos del cuerpo de la encuesta que proporcionan informaci&oacute;n
necesaria para los procesos de agrupamiento y clasificaci&oacute;n.<i
style=3D'mso-bidi-font-style:normal'><o:p></o:p></i></span></p>

<p class=3DMsoListParagraph style=3D'margin-right:5.95pt;line-height:103%;
mso-list:l0 level1 lfo1;tab-stops:70.0pt'><![if !supportLists]><span lang=
=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%'><span
style=3D'mso-list:Ignore'>&#8226;<span style=3D'font:7.0pt "Times New Roman=
"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><i style=3D'mso-bidi-font-style:normal'><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>Limpieza
o preprocesamiento de los datos</span></i><span lang=3DES style=3D'font-siz=
e:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>: para asegurar la calidad del
proceso de miner&iacute;a de datos, los registros con valores nulos fueron
identificados e imputados. Este proceso implica reemplazar los valores
faltantes por otro valor, variable o <span style=3D'letter-spacing:-.1pt'>e=
stad&iacute;stico.</span><i
style=3D'mso-bidi-font-style:normal'><o:p></o:p></i></span></p>

<p class=3DMsoListParagraph style=3D'line-height:103%;mso-list:l0 level1 lf=
o1;
tab-stops:70.0pt'><![if !supportLists]><span lang=3DES style=3D'font-size:1=
2.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'><span style=3D'mso-list:Ignore'=
>&#8226;<span
style=3D'font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=
&nbsp;&nbsp;
</span></span></span><![endif]><i style=3D'mso-bidi-font-style:normal'><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>Transformaci&oacute;n
de los datos</span></i><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-f=
ont-size:
11.0pt;line-height:103%'>: muchos algoritmos y modelos de miner&iacute;a de
datos requieren ciertos tipos de valores para funcionar correctamente o dar
mejores <span style=3D'letter-spacing:.45pt'>resultados. </span>Algunas de =
las
t&eacute;cnicas de <span style=3D'letter-spacing:.45pt'>transformaci&oacute=
;n </span>de
datos incluyen la discretizaci&oacute;n, codificaci&oacute;n de valores y
asignaci&oacute;n de nuevos valores. Otra parte fundamental<span
style=3D'letter-spacing:-.65pt'> </span>en<span style=3D'letter-spacing:-.6=
pt'> </span>este<span
style=3D'letter-spacing:-.65pt'> </span>proceso<span style=3D'letter-spacin=
g:-.6pt'>
</span>es<span style=3D'letter-spacing:-.6pt'> </span>la<span style=3D'lett=
er-spacing:
-.65pt'> </span>divisi&oacute;n<span style=3D'letter-spacing:-.6pt'> </span=
>del<span
style=3D'letter-spacing:-.65pt'> </span>conjunto<span style=3D'letter-spaci=
ng:-.6pt'>
</span>de<span style=3D'letter-spacing:-.65pt'> </span>datos<span
style=3D'letter-spacing:-.6pt'> </span>para<span style=3D'letter-spacing:-.=
65pt'> </span>entrenamiento
y<span style=3D'letter-spacing:-.3pt'> </span>pruebas.<span style=3D'letter=
-spacing:
-.3pt'> </span>En<span style=3D'letter-spacing:-.3pt'> </span>esta<span
style=3D'letter-spacing:-.3pt'> </span>t&eacute;cnica<span style=3D'letter-=
spacing:
-.35pt'> </span>es<span style=3D'letter-spacing:-.3pt'> </span>frecuente<sp=
an
style=3D'letter-spacing:-.35pt'> </span>dividir<span style=3D'letter-spacin=
g:-.35pt'>
</span>los<span style=3D'letter-spacing:-.3pt'> </span>datos<span
style=3D'letter-spacing:-.35pt'> </span>en<span style=3D'letter-spacing:-.3=
pt'> </span>80%<span
style=3D'letter-spacing:-.3pt'> </span>para<span style=3D'letter-spacing:-.=
3pt'> </span>entrenamiento
y 20% para pruebas. Esta t&eacute;cnica garantiza la transparencia del mode=
lo,
debido a que ser&aacute; evaluado con datos desconocidos.<i style=3D'mso-bi=
di-font-style:
normal'><o:p></o:p></i></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.65pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>En<span style=3D'letter-spacing:-.=
7pt'> </span><span
class=3DSpellE>RapidMiner</span>,<span style=3D'letter-spacing:-.7pt'> </sp=
an>los<span
style=3D'letter-spacing:-.7pt'> </span>operadores<span style=3D'letter-spac=
ing:
-.7pt'> </span>permiten<span style=3D'letter-spacing:-.7pt'> </span>al<span
style=3D'letter-spacing:-.7pt'> </span>usuario<span style=3D'letter-spacing=
:-.7pt'>
</span>llevar<span style=3D'letter-spacing:-.7pt'> </span>a<span
style=3D'letter-spacing:-.7pt'> </span>cabo<span style=3D'letter-spacing:-.=
7pt'> </span>los<span
style=3D'letter-spacing:-.7pt'> </span>procesos<span style=3D'letter-spacin=
g:-.7pt'>
</span>existentes en el programa, siempre y cuando se establezcan las
conexiones correctas, los formatos y los tipos de datos que requieren. Los
operadores utilizados para llevar a cabo dichos procesos y generar la
s&iacute;ntesis textual se presentan en la Figura 1.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.2pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h2 style=3D'margin-top:0cm'><span lang=3DES>Figura <span style=3D'letter-s=
pacing:
-.5pt'>1</span></span></h2>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:1=
1.4pt;
margin-bottom:0cm;margin-left:21.35pt;margin-bottom:.0001pt;text-align:cent=
er'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:12.=
0pt;
mso-bidi-font-size:11.0pt'>Esquema<span style=3D'letter-spacing:-.35pt'> </=
span>de<span
style=3D'letter-spacing:-.3pt'> </span>operadores<span style=3D'letter-spac=
ing:
-.35pt'> </span>para<span style=3D'letter-spacing:-.35pt'> </span>preproces=
amiento<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.3p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>datos</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><!--[if gte vml 1]><o:wra=
pblock><v:shape
  id=3D"Image_x0020_22" o:spid=3D"_x0000_s1032" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:155.9pt;margin-top:8.1pt;width:281.85pt;height:222.25pt;
  z-index:-15727104;visibility:visible;mso-wrap-style:square;
  mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:=
0;
  mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
  mso-position-horizontal-relative:page;mso-position-vertical:absolute;
  mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1050-RTE-35-2_archivos/image009.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D208 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D376 height=3D296 src=3D"1050-RTE-35-2_archivos/image010=
.jpg"
   v:shapes=3D"Image_x0020_22"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:=
5.5pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DES style=3D'font-size:12.5pt;mso-bidi-font-size:12.0pt=
'><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.75pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>A<span style=3D'letter-spacing:-.4=
5pt'> </span>partir
de ahora se pueden aplicar modelos de clasificaci&oacute;n o predicci&oacut=
e;n,
t&eacute;cnicas de agrupamiento y evaluaci&oacute;n. En este estudio se
utilizaron dos modelos de &aacute;rboles de decisi&oacute;n, un<span
style=3D'letter-spacing:-.7pt'> </span>modelo<span style=3D'letter-spacing:=
-.7pt'> </span>est&aacute;ndar,<span
style=3D'letter-spacing:-.7pt'> </span>aplicado<span style=3D'letter-spacin=
g:-.7pt'>
</span>a<span style=3D'letter-spacing:-.7pt'> </span>partir<span
style=3D'letter-spacing:-.7pt'> </span>de<span style=3D'letter-spacing:-.7p=
t'> </span>los<span
style=3D'letter-spacing:-.7pt'> </span>18<span style=3D'letter-spacing:-.7p=
t'> </span>atributos<span
style=3D'letter-spacing:-.7pt'> </span>seleccionados,<span style=3D'letter-=
spacing:
-.7pt'> </span>y<span style=3D'letter-spacing:-.7pt'> </span>otro<span
style=3D'letter-spacing:-.7pt'> </span>modelo<span style=3D'letter-spacing:=
-.7pt'> </span>generado
a partir de un agrupamiento previo, etiquetando a cada grupo (cl&uacute;ste=
r).
En ambos modelos se <span style=3D'letter-spacing:-.1pt'>utiliz&oacute;</sp=
an><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>el</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>mismo</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>proceso</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>de</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>s&iacute;ntesis</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>previa,</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>donde</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>fueron</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>evaluados</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>y</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>comparados</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>en</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>su</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>tarea</span><span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>de
clasificaci&oacute;n.</span><span style=3D'letter-spacing:-.75pt'> </span><=
span
style=3D'letter-spacing:-.1pt'>El</span><span style=3D'letter-spacing:-.65p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>agrupamiento</span><span style=3D'letter-spa=
cing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>jer&aacute;rquico</spa=
n><span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>aglomerativo</span></span><span style=3D'let=
ter-spacing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>(HAC),</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>&aacute;rboles</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>decisi&oacute;n</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>y</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>m&eacute;tricas</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de </span>evaluaci&oacute;n<span
style=3D'letter-spacing:-.25pt'> </span>fueron<span style=3D'letter-spacing=
:-.25pt'>
</span>los<span style=3D'letter-spacing:-.25pt'> </span>modelos<span
style=3D'letter-spacing:-.25pt'> </span>y<span style=3D'letter-spacing:-.25=
pt'> </span>algoritmos<span
style=3D'letter-spacing:-.25pt'> </span>utilizados.<span style=3D'letter-sp=
acing:
-.25pt'> </span>Otros<span style=3D'letter-spacing:-.25pt'> </span>modelos,=
<span
style=3D'letter-spacing:-.25pt'> </span>m&eacute;tricas<span style=3D'lette=
r-spacing:
-.25pt'> </span>de<span style=3D'letter-spacing:-.25pt'> </span>evaluaci&oa=
cute;n
y procesos de optimizaci&oacute;n quedan fuera del alcance de este estudio.=
</span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;line-height:103%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection10>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DES style=3D'=
font-size:
11.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 style=3D'margin-top:4.5pt;margin-right:0cm;margin-bottom:0cm;margin-lef=
t:
16.0pt;margin-bottom:.0001pt;text-align:justify'><span lang=3DES>Implementa=
ci&oacute;n<span
style=3D'letter-spacing:-.2pt'> </span>de<span style=3D'letter-spacing:-.15=
pt'> </span>la<span
style=3D'letter-spacing:-.1pt'> </span>t&eacute;cnica<span style=3D'letter-=
spacing:
-.15pt'> </span>de<span style=3D'letter-spacing:-.1pt'> agrupamiento</span>=
</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.5pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Las t&eacute;cnicas de agrupamient=
o se
utilizan con frecuencia en la miner&iacute;a de datos para identificar grup=
os
naturales en los datos a partir de su similitud (Mamani Rodr&iacute;guez et
al., 2017). Existen varios algoritmos de agrupamiento, pero para este estud=
io
se utiliz&oacute; el HAC debido a su estructura y simplicidad. Este
agrupamiento jer&aacute;rquico considera que cada punto de datos en un grupo
individual, luego, en un algoritmo <span class=3DSpellE>aglomerativo</span>=
 de
&#8220;abajo hacia arriba&#8221; agrupa los puntos hasta formar grupos
m&aacute;s grandes mientras sube en su jerarqu&iacute;a (Sharma et al.,<span
style=3D'letter-spacing:-.1pt'> </span>2019).<span style=3D'letter-spacing:=
-.1pt'> </span>Las<span
style=3D'letter-spacing:-.1pt'> </span>variables<span style=3D'letter-spaci=
ng:-.15pt'>
</span>que<span style=3D'letter-spacing:-.1pt'> </span>se<span style=3D'let=
ter-spacing:
-.1pt'> </span>utilizaron<span style=3D'letter-spacing:-.15pt'> </span>para=
<span
style=3D'letter-spacing:-.1pt'> </span>implementar<span style=3D'letter-spa=
cing:
-.15pt'> </span>la<span style=3D'letter-spacing:-.1pt'> </span>t&eacute;cni=
ca<span
style=3D'letter-spacing:-.15pt'> </span>de<span style=3D'letter-spacing:-.1=
pt'> </span>agrupamiento<span
style=3D'letter-spacing:-.15pt'> </span>fueron <span style=3D'letter-spacin=
g:-.1pt'>los</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>18</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>atributos</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>seleccionados</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>que</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>componen</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>el</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>cuerpo</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>la</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>encuesta</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>realizada</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>a</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>los</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>estudiantes
</span>universitarios, debido a ser los m&aacute;s relevantes para realizar=
 la
s&iacute;ntesis textual. En conjunto, se <span style=3D'letter-spacing:-.1p=
t'>utiliz&oacute;</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>un</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>operador</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>adicional</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>que</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>reduce</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>en</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>una</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>sola</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>jerarqu&iacute;a</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>los</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>grupos</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>que</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>se</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>quieren</span><span
style=3D'letter-spacing:-.35pt'> </span><span style=3D'letter-spacing:-.1pt=
'>generar,
</span>en<span style=3D'letter-spacing:-.3pt'> </span>este<span style=3D'le=
tter-spacing:
-.3pt'> </span>caso<span style=3D'letter-spacing:-.3pt'> </span>cuatro<span
style=3D'letter-spacing:-.3pt'> </span>grupos.<span style=3D'letter-spacing=
:-.3pt'>
</span>Los<span style=3D'letter-spacing:-.3pt'> </span>operadores<span
style=3D'letter-spacing:-.35pt'> </span>que<span style=3D'letter-spacing:-.=
3pt'> </span>permiten<span
style=3D'letter-spacing:-.3pt'> </span>implementar<span style=3D'letter-spa=
cing:
-.35pt'> </span>esta<span style=3D'letter-spacing:-.3pt'> </span>t&eacute;c=
nica<span
style=3D'letter-spacing:-.35pt'> </span>se<span style=3D'letter-spacing:-.3=
pt'> </span>muestran
en la Figura 2.</span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<h2><span lang=3DES>Figura <span style=3D'letter-spacing:-.5pt'>2</span></s=
pan></h2>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:1=
1.4pt;
margin-bottom:0cm;margin-left:21.35pt;margin-bottom:.0001pt;text-align:cent=
er'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:12.=
0pt;
mso-bidi-font-size:11.0pt'>Operadores<span style=3D'letter-spacing:-.5pt'> =
</span>de<span
style=3D'letter-spacing:-.4pt'> </span><span style=3D'letter-spacing:-.1pt'=
>agrupamiento</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.1pt'><!--[if gte vml 1]><o:wrap=
block><v:shape
  id=3D"Image_x0020_23" o:spid=3D"_x0000_s1031" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:171.3pt;margin-top:14.55pt;width:244.9pt;height:78.2pt;z-inde=
x:-15726592;
  visibility:visible;mso-wrap-style:square;mso-wrap-distance-left:0;
  mso-wrap-distance-top:0;mso-wrap-distance-right:0;mso-wrap-distance-botto=
m:0;
  mso-position-horizontal:absolute;mso-position-horizontal-relative:page;
  mso-position-vertical:absolute;mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1050-RTE-35-2_archivos/image011.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D228 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D327 height=3D104 src=3D"1050-RTE-35-2_archivos/image012=
.jpg"
   v:shapes=3D"Image_x0020_23"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:=
11.5pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.25pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DES style=3D'font-size:17.0pt;mso-bidi-font-size:12.0pt=
'><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.6pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Los par&aacute;metros de
configuraci&oacute;n del operador de agrupamiento se modificaron para traba=
jar
con los datos procesados. El modo o criterio que indica el tipo de enlazar =
cada
punto en<span style=3D'letter-spacing:-.1pt'> </span>el<span style=3D'lette=
r-spacing:
-.1pt'> </span>agrupamiento,<span style=3D'letter-spacing:-.1pt'> </span>el=
<span
style=3D'letter-spacing:-.1pt'> </span>tipo<span style=3D'letter-spacing:-.=
1pt'> </span>de<span
style=3D'letter-spacing:-.1pt'> </span>medida<span style=3D'letter-spacing:=
-.1pt'> </span>indica<span
style=3D'letter-spacing:-.1pt'> </span>la<span style=3D'letter-spacing:-.1p=
t'> </span>medida<span
style=3D'letter-spacing:-.1pt'> </span>que<span style=3D'letter-spacing:-.1=
pt'> </span>se<span
style=3D'letter-spacing:-.1pt'> </span>utilizar&aacute;<span style=3D'lette=
r-spacing:
-.1pt'> </span>para<span style=3D'letter-spacing:-.1pt'> </span>medir<span
style=3D'letter-spacing:-.1pt'> </span>la<span style=3D'letter-spacing:-.1p=
t'> </span>distancia
entre los puntos, puede ser nominal, num&eacute;rica o mixta, y a su vez la
medida a utilizar. Este par&aacute;metro depende del anterior, ya que despl=
iega
distintas medidas en funci&oacute;n de su tipo. Los par&aacute;metros
establecidos en <span class=3DSpellE>RapidMiner</span> se presentan en la T=
abla
1.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.3pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h2 style=3D'margin-top:0cm;margin-right:11.4pt;margin-bottom:0cm;margin-le=
ft:
21.4pt;margin-bottom:.0001pt'><span lang=3DES style=3D'letter-spacing:-.1pt=
'>Tabla</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.5pt'>1</span></h2>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:1=
1.4pt;
margin-bottom:0cm;margin-left:21.35pt;margin-bottom:.0001pt;text-align:cent=
er'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:12.=
0pt;
mso-bidi-font-size:11.0pt'>Configuraci&oacute;n<span style=3D'letter-spacin=
g:
-.5pt'> </span>de<span style=3D'letter-spacing:-.4pt'> </span>par&aacute;me=
tros<span
style=3D'letter-spacing:-.45pt'> </span>del<span style=3D'letter-spacing:-.=
35pt'> </span><span
style=3D'letter-spacing:-.1pt'>agrupamiento</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt;margin-right:0cm;margin-bo=
ttom:
.05pt;margin-left:0cm'><i style=3D'mso-bidi-font-style:normal'><span lang=
=3DES
style=3D'font-size:4.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span=
></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 79.6pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:16.4pt'>
  <td width=3D176 valign=3Dtop style=3D'width:132.05pt;border:solid black 1=
.0pt;
  padding:0cm 0cm 0cm 0cm;height:16.4pt'>
  <p class=3DTableParagraph style=3D'margin-top:2.85pt;margin-right:31.7pt;
  margin-bottom:0cm;margin-left:32.7pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>MODO</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D257 valign=3Dtop style=3D'width:192.95pt;border:solid black 1=
.0pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:16.4pt'>
  <p class=3DTableParagraph style=3D'margin-top:2.85pt;margin-right:19.0pt;
  margin-bottom:0cm;margin-left:20.0pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>ENLACE <span style=3D'letter-spacing:-.1pt'>PR=
OMEDIO</span><o:p></o:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:16.55pt'>
  <td width=3D176 valign=3Dtop style=3D'width:132.05pt;border:solid black 1=
.0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:31.7pt;
  margin-bottom:0cm;margin-left:32.7pt;margin-bottom:.0001pt'><span lang=3D=
ES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>Tipo<span style=3D'le=
tter-spacing:
  -.2pt'> </span>de<span style=3D'letter-spacing:-.15pt'> </span><span
  style=3D'letter-spacing:-.1pt'>medida</span><o:p></o:p></span></p>
  </td>
  <td width=3D257 valign=3Dtop style=3D'width:192.95pt;border-top:none;bord=
er-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:19.0pt;
  margin-bottom:0cm;margin-left:20.0pt;margin-bottom:.0001pt'><span lang=3D=
ES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Num&eacute;rica</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;mso-yfti-lastrow:yes;height:16.55pt'>
  <td width=3D176 valign=3Dtop style=3D'width:132.05pt;border:solid black 1=
.0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:31.7pt;
  margin-bottom:0cm;margin-left:32.7pt;margin-bottom:.0001pt'><span lang=3D=
ES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>Medida <span
  style=3D'letter-spacing:-.1pt'>num&eacute;rica.</span><o:p></o:p></span><=
/p>
  </td>
  <td width=3D257 valign=3Dtop style=3D'width:192.95pt;border-top:none;bord=
er-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:19.0pt;
  margin-bottom:0cm;margin-left:20.05pt;margin-bottom:.0001pt'><span lang=
=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>Coeficiente<span
  style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-=
.2pt'> </span>similitud<span
  style=3D'letter-spacing:-.2pt'> </span>de<span style=3D'letter-spacing:-.=
2pt'> </span><span
  class=3DSpellE>Sorensen</span>-<span style=3D'letter-spacing:-.2pt'>Dice<=
/span><o:p></o:p></span></p>
  </td>
 </tr>
</table>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DES style=3D'font-size:11.5pt;mso-bidi-font-size:12.0pt=
'><o:p>&nbsp;</o:p></span></i></p>

<h1 style=3D'margin-left:16.0pt;text-align:justify'><span lang=3DES>Impleme=
ntaci&oacute;n<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.25=
pt'> </span>&aacute;rboles<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.2p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>decisi&oacute;n</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.6pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Los &aacute;rboles de decisi&oacut=
e;n
son un modelo de aprendizaje autom&aacute;tico supervisado. Su estructura<s=
pan
style=3D'letter-spacing:-.05pt'> </span>se<span style=3D'letter-spacing:-.0=
5pt'> </span>compone<span
style=3D'letter-spacing:-.05pt'> </span>de<span style=3D'letter-spacing:-.0=
5pt'> </span>nodos,<span
style=3D'letter-spacing:-.05pt'> </span>que<span style=3D'letter-spacing:-.=
05pt'> </span>representan<span
style=3D'letter-spacing:-.05pt'> </span>las<span style=3D'letter-spacing:-.=
05pt'> </span>caracter&iacute;sticas<span
style=3D'letter-spacing:-.05pt'> </span>o<span style=3D'letter-spacing:-.05=
pt'> </span>atributos<span
style=3D'letter-spacing:-.05pt'> </span>de<span style=3D'letter-spacing:-.0=
5pt'> </span>los<span
style=3D'letter-spacing:-.05pt'> </span>datos<span style=3D'letter-spacing:=
-.05pt'>
</span>de entrada, y ramas, que representan las posibilidades de esos atrib=
utos
(Fletcher e Islam, 2020). <span class=3DSpellE>RapidMiner</span> ofrece la
posibilidad de generar &aacute;rboles de decisi&oacute;n y modificar alguno=
s de
sus par&aacute;metros para optimizar su rendimiento.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.25pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.8pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Asimismo, como en la t&eacute;cnica
anterior se utilizaron los 18 atributos preprocesados<span style=3D'letter-=
spacing:
2.0pt'> </span>con la finalidad de obtener resultados m&aacute;s eficientes.
Los par&aacute;metros que fueron modificados corresponden<span
style=3D'letter-spacing:-.4pt'> </span>al<span style=3D'letter-spacing:-.4p=
t'> </span>criterio,<span
style=3D'letter-spacing:-.4pt'> </span>que<span style=3D'letter-spacing:-.4=
pt'> </span>especifica<span
style=3D'letter-spacing:-.4pt'> </span>la<span style=3D'letter-spacing:-.4p=
t'> </span>forma<span
style=3D'letter-spacing:-.4pt'> </span>de<span style=3D'letter-spacing:-.4p=
t'> </span>selecci&oacute;n<span
style=3D'letter-spacing:-.4pt'> </span>y<span style=3D'letter-spacing:-.4pt=
'> </span>divisi&oacute;n<span
style=3D'letter-spacing:-.4pt'> </span>de<span style=3D'letter-spacing:-.4p=
t'> </span>las<span
style=3D'letter-spacing:-.4pt'> </span>ramas,<span style=3D'letter-spacing:=
-.4pt'> </span>as&iacute;<span
style=3D'letter-spacing:-.4pt'> </span>como la<span style=3D'letter-spacing=
:-.05pt'>
</span>profundidad<span style=3D'letter-spacing:-.05pt'> </span>m&aacute;xi=
ma,<span
style=3D'letter-spacing:-.05pt'> </span>que<span style=3D'letter-spacing:-.=
05pt'> </span>limita<span
style=3D'letter-spacing:-.05pt'> </span>el<span style=3D'letter-spacing:-.0=
5pt'> </span>n&uacute;mero<span
style=3D'letter-spacing:-.05pt'> </span>de<span style=3D'letter-spacing:-.0=
5pt'> </span>ramificaciones.<span
style=3D'letter-spacing:-.05pt'> </span>Los<span style=3D'letter-spacing:-.=
05pt'> </span>valores<span
style=3D'letter-spacing:-.05pt'> </span>modificados<span style=3D'letter-sp=
acing:
-.05pt'> </span>y<span style=3D'letter-spacing:-.05pt'> </span>el resto de =
los
par&aacute;metros se evidencian en la Tabla 2.</span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;line-height:103%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection11>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DES style=3D'=
font-size:
11.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h2 style=3D'margin-top:4.5pt'><span lang=3DES style=3D'letter-spacing:-.1p=
t'>Tabla</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.5pt'>2</span></h2>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:1=
1.4pt;
margin-bottom:0cm;margin-left:21.4pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:12.=
0pt;
mso-bidi-font-size:11.0pt'>Configuraci&oacute;n<span style=3D'letter-spacin=
g:
-.4pt'> </span>de<span style=3D'letter-spacing:-.25pt'> </span>par&aacute;m=
etros<span
style=3D'letter-spacing:-.3pt'> </span>del<span style=3D'letter-spacing:-.2=
5pt'> </span>&aacute;rbol<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span><span
style=3D'letter-spacing:-.1pt'>decisi&oacute;n</span><o:p></o:p></span></i>=
</p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DES style=3D'font-size:4.5pt;mso-bidi-font-size:12.0pt'=
><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 65.25pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:16.4pt'>
  <td width=3D190 valign=3Dtop style=3D'width:142.7pt;border:solid black 1.=
0pt;
  padding:0cm 0cm 0cm 0cm;height:16.4pt'>
  <p class=3DTableParagraph style=3D'margin-top:2.85pt;margin-right:24.05pt;
  margin-bottom:0cm;margin-left:25.05pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>CRITERIO</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D281 valign=3Dtop style=3D'width:211.0pt;border:solid black 1.=
0pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:16.4pt'>
  <p class=3DTableParagraph style=3D'margin-top:2.85pt;margin-right:15.25pt;
  margin-bottom:0cm;margin-left:16.3pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>RELACI&Oacute;N<span style=3D'letter-spacing:-=
.45pt'>
  </span>DE<span style=3D'letter-spacing:-.25pt'> </span>GANANCIA<span
  style=3D'letter-spacing:-.55pt'> </span>(GAIN<span style=3D'letter-spacin=
g:-.25pt'>
  </span><span style=3D'letter-spacing:-.1pt'>RATIO)</span><o:p></o:p></spa=
n></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:16.55pt'>
  <td width=3D190 valign=3Dtop style=3D'width:142.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:24.05pt;
  margin-bottom:0cm;margin-left:25.05pt;margin-bottom:.0001pt'><span lang=
=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>Profundidad <span
  style=3D'letter-spacing:-.1pt'>m&aacute;xima</span><o:p></o:p></span></p>
  </td>
  <td width=3D281 valign=3Dtop style=3D'width:211.0pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>5<o:p></o:p></span></=
p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:16.55pt'>
  <td width=3D190 valign=3Dtop style=3D'width:142.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:24.05pt;
  margin-bottom:0cm;margin-left:25.05pt;margin-bottom:.0001pt'><span lang=
=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
Confianza</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D281 valign=3Dtop style=3D'width:211.0pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:15.25pt;
  margin-bottom:0cm;margin-left:16.3pt;margin-bottom:.0001pt'><span lang=3D=
ES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.10</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;height:16.55pt'>
  <td width=3D190 valign=3Dtop style=3D'width:142.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:24.05pt;
  margin-bottom:0cm;margin-left:25.05pt;margin-bottom:.0001pt'><span lang=
=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>Ganancia <span
  style=3D'letter-spacing:-.1pt'>m&iacute;nima</span><o:p></o:p></span></p>
  </td>
  <td width=3D281 valign=3Dtop style=3D'width:211.0pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:15.25pt;
  margin-bottom:0cm;margin-left:16.3pt;margin-bottom:.0001pt'><span lang=3D=
ES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.2pt'>=
0.01</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:4;mso-yfti-lastrow:yes;height:16.55pt'>
  <td width=3D190 valign=3Dtop style=3D'width:142.7pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:24.05pt;
  margin-bottom:0cm;margin-left:25.05pt;margin-bottom:.0001pt'><span lang=
=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>Tama&ntilde;o<span
  style=3D'letter-spacing:-.25pt'> </span>m&iacute;nimo<span style=3D'lette=
r-spacing:
  -.2pt'> </span>de<span style=3D'letter-spacing:-.2pt'> </span><span
  style=3D'letter-spacing:-.1pt'>hojas</span><o:p></o:p></span></p>
  </td>
  <td width=3D281 valign=3Dtop style=3D'width:211.0pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:1.05pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>2<o:p></o:p></span></=
p>
  </td>
 </tr>
</table>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DES style=3D'font-size:11.5pt;mso-bidi-font-size:12.0pt=
'><o:p>&nbsp;</o:p></span></i></p>

<h1 style=3D'margin-left:16.0pt;text-align:justify'><span lang=3DES>Evaluac=
i&oacute;n<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.2p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>modelos</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.4pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Para<span style=3D'letter-spacing:=
-.75pt'>
</span>validar<span style=3D'letter-spacing:-.75pt'> </span>la<span
style=3D'letter-spacing:-.75pt'> </span>eficacia<span style=3D'letter-spaci=
ng:-.75pt'>
</span>de<span style=3D'letter-spacing:-.75pt'> </span>los<span style=3D'le=
tter-spacing:
-.75pt'> </span>modelos<span style=3D'letter-spacing:-.75pt'> </span>genera=
dos,<span
style=3D'letter-spacing:-.75pt'> </span>se<span style=3D'letter-spacing:-.7=
5pt'> </span>utilizaron<span
style=3D'letter-spacing:-.75pt'> </span>operadores<span style=3D'letter-spa=
cing:
-.75pt'> </span>que<span style=3D'letter-spacing:-.75pt'> </span>permiten e=
valuar<span
style=3D'letter-spacing:-.75pt'> </span>el<span style=3D'letter-spacing:-.7=
5pt'> </span>rendimiento<span
style=3D'letter-spacing:-.75pt'> </span>de<span style=3D'letter-spacing:-.7=
5pt'> </span>los<span
style=3D'letter-spacing:-.75pt'> </span>modelos<span style=3D'letter-spacin=
g:-.75pt'>
</span>a<span style=3D'letter-spacing:-.75pt'> </span>trav&eacute;s<span
style=3D'letter-spacing:-.75pt'> </span>de<span style=3D'letter-spacing:-.7=
5pt'> </span>varios<span
style=3D'letter-spacing:-.75pt'> </span>criterios<span style=3D'letter-spac=
ing:
-.75pt'> </span>como<span style=3D'letter-spacing:-.75pt'> </span>la<span
style=3D'letter-spacing:-.75pt'> </span>precisi&oacute;n,<span style=3D'let=
ter-spacing:
-.75pt'> </span>la<span style=3D'letter-spacing:-.75pt'> </span>exactitud (=
<span
class=3DSpellE>Accuracy</span>)<span style=3D'letter-spacing:-.1pt'> </span=
>y<span
style=3D'letter-spacing:-.1pt'> </span>la<span style=3D'letter-spacing:-.05=
pt'> </span>recuperaci&oacute;n<span
style=3D'letter-spacing:-.1pt'> </span>(<span class=3DSpellE>Recall</span>)=
.<span
style=3D'letter-spacing:-.1pt'> </span>En<span style=3D'letter-spacing:-.1p=
t'> </span><span
class=3DSpellE>RapidMiner</span>,<span style=3D'letter-spacing:-.1pt'> </sp=
an>previo<span
style=3D'letter-spacing:-.1pt'> </span>a<span style=3D'letter-spacing:-.05p=
t'> </span>la<span
style=3D'letter-spacing:-.05pt'> </span>evaluaci&oacute;n<span style=3D'let=
ter-spacing:
-.1pt'> </span>de<span style=3D'letter-spacing:-.05pt'> </span>los<span
style=3D'letter-spacing:-.1pt'> </span>modelos, es necesario un operador que
aplique el modelo con los datos de entrenamiento y prueba. Posteriormente,<=
span
style=3D'letter-spacing:-.75pt'> </span>se<span style=3D'letter-spacing:-.7=
5pt'> </span>conecta<span
style=3D'letter-spacing:-.75pt'> </span>el<span style=3D'letter-spacing:-.7=
5pt'> </span>operador<span
style=3D'letter-spacing:-.75pt'> </span>que<span style=3D'letter-spacing:-.=
7pt'> </span>mide<span
style=3D'letter-spacing:-.7pt'> </span>el<span style=3D'letter-spacing:-.7p=
t'> </span>rendimiento<span
style=3D'letter-spacing:-.7pt'> </span>del<span style=3D'letter-spacing:-.7=
pt'> </span>modelo.<span
style=3D'letter-spacing:-.75pt'> </span>Ambos<span style=3D'letter-spacing:=
-.7pt'> </span>operadores
no disponen de par&aacute;metros de configuraci&oacute;n.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.3pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.65pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES style=3D'letter-spacing:-.2pt'>Fin=
almente,</span><span
lang=3DES style=3D'letter-spacing:-.35pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>el</span><span lang=3DES style=3D'letter-spacing:-.35pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.2pt'>rendimiento</span><span lang=3DES
style=3D'letter-spacing:-.35pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.2pt'>de</span><span
lang=3DES style=3D'letter-spacing:-.35pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>los</span><span lang=3DES style=3D'letter-spacing:-.35pt'> </span><s=
pan
lang=3DES style=3D'letter-spacing:-.2pt'>modelos</span><span lang=3DES
style=3D'letter-spacing:-.35pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.2pt'>fue</span><span
lang=3DES style=3D'letter-spacing:-.35pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>evaluado</span><span lang=3DES style=3D'letter-spacing:-.35pt'> </sp=
an><span
lang=3DES style=3D'letter-spacing:-.2pt'>a</span><span lang=3DES style=3D'l=
etter-spacing:
-.35pt'> </span><span lang=3DES style=3D'letter-spacing:-.2pt'>trav&eacute;=
s</span><span
lang=3DES style=3D'letter-spacing:-.35pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>de</span><span lang=3DES style=3D'letter-spacing:-.35pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.2pt'>la</span><span lang=3DES style=3D'=
letter-spacing:
-.35pt'> </span><span lang=3DES style=3D'letter-spacing:-.2pt'>matriz</span=
><span
lang=3DES style=3D'letter-spacing:-.35pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.2pt'>de</span><span lang=3DES style=3D'letter-spacing:-.35pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.2pt'>confusi&oacute;n </span><span lang=
=3DES>generada.<span
style=3D'letter-spacing:-.5pt'> </span>De<span style=3D'letter-spacing:-.5p=
t'> </span>esta<span
style=3D'letter-spacing:-.5pt'> </span>manera,<span style=3D'letter-spacing=
:-.5pt'>
</span>fue<span style=3D'letter-spacing:-.5pt'> </span>posible<span
style=3D'letter-spacing:-.5pt'> </span>comparar<span style=3D'letter-spacin=
g:-.5pt'>
</span>su<span style=3D'letter-spacing:-.5pt'> </span>rendimiento,<span
style=3D'letter-spacing:-.5pt'> </span>as&iacute;<span style=3D'letter-spac=
ing:
-.5pt'> </span>como<span style=3D'letter-spacing:-.5pt'> </span>los<span
style=3D'letter-spacing:-.5pt'> </span>aciertos<span style=3D'letter-spacin=
g:-.5pt'>
</span>y<span style=3D'letter-spacing:-.5pt'> </span>errores en la
clasificaci&oacute;n de cada modelo, evidenciando cu&aacute;l presenta las
mejores prestaciones. Por consiguiente,<span style=3D'letter-spacing:-.65pt=
'> </span>los<span
style=3D'letter-spacing:-.65pt'> </span>m&eacute;todos<span style=3D'letter=
-spacing:
-.65pt'> </span>descritos<span style=3D'letter-spacing:-.65pt'> </span>en<s=
pan
style=3D'letter-spacing:-.65pt'> </span>esta<span style=3D'letter-spacing:-=
.65pt'> </span>secci&oacute;n<span
style=3D'letter-spacing:-.65pt'> </span>son<span style=3D'letter-spacing:-.=
65pt'> </span>exclusivos<span
style=3D'letter-spacing:-.65pt'> </span>de<span style=3D'letter-spacing:-.6=
5pt'> </span>la<span
style=3D'letter-spacing:-.65pt'> </span>tarea<span style=3D'letter-spacing:=
-.65pt'>
</span>de<span style=3D'letter-spacing:-.65pt'> </span>s&iacute;ntesis<span
style=3D'letter-spacing:-.65pt'> </span>textual sobre el acoso y el ciberac=
oso.</span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 align=3Dleft style=3D'margin-top:11.7pt;margin-right:0cm;margin-bottom:=
0cm;
margin-left:182.95pt;margin-bottom:.0001pt;text-align:left'><span lang=3DES=
>Resultados<span
style=3D'letter-spacing:-.3pt'> </span>y<span style=3D'letter-spacing:-.2pt=
'> </span><span
style=3D'letter-spacing:-.1pt'>Discusi&oacute;n</span></span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.95pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Los<span style=3D'letter-spacing:-=
.4pt'> </span>procesos<span
style=3D'letter-spacing:-.4pt'> </span>y<span style=3D'letter-spacing:-.4pt=
'> </span>t&eacute;cnicas<span
style=3D'letter-spacing:-.4pt'> </span>de<span style=3D'letter-spacing:-.4p=
t'> </span>preparaci&oacute;n<span
style=3D'letter-spacing:-.4pt'> </span>de<span style=3D'letter-spacing:-.4p=
t'> </span>los<span
style=3D'letter-spacing:-.4pt'> </span>datos<span style=3D'letter-spacing:-=
.4pt'> </span>resultaron<span
style=3D'letter-spacing:-.4pt'> </span>en<span style=3D'letter-spacing:-.4p=
t'> </span>la<span
style=3D'letter-spacing:-.4pt'> </span>s&iacute;ntesis<span style=3D'letter=
-spacing:
-.4pt'> </span>textual<span style=3D'letter-spacing:-.4pt'> </span>que se
describe a continuaci&oacute;n:</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.1pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-top:0cm;margin-right:5.7pt;marg=
in-bottom:
0cm;margin-left:70.0pt;margin-bottom:.0001pt;line-height:103%;mso-list:l0 l=
evel1 lfo1;
tab-stops:70.0pt'><![if !supportLists]><span lang=3DES style=3D'font-size:1=
2.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'><span style=3D'mso-list:Ignore'=
>&#8226;<span
style=3D'font:7.0pt "Times New Roman"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;=
&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>Selecci&oacute;n de atributos o
variables: se seleccionaron 18 atributos del cuerpo de la encuesta<span
style=3D'letter-spacing:-.25pt'> </span>que<span style=3D'letter-spacing:-.=
25pt'> </span>incluyen<span
style=3D'letter-spacing:-.25pt'> </span>datos<span style=3D'letter-spacing:=
-.25pt'>
</span>ordinales<span style=3D'letter-spacing:-.25pt'> </span>(&iacute;tems=
<span
style=3D'letter-spacing:-.25pt'> </span>tipo<span style=3D'letter-spacing:-=
.25pt'> </span>Likert),<span
style=3D'letter-spacing:-.25pt'> </span>un<span style=3D'letter-spacing:-.2=
5pt'> </span>identificador<span
style=3D'letter-spacing:-.25pt'> </span>(n&uacute;mero <span style=3D'lette=
r-spacing:
-.1pt'>de</span><span style=3D'letter-spacing:-.65pt'> </span><span
style=3D'letter-spacing:-.1pt'>encuesta)</span><span style=3D'letter-spacin=
g:-.65pt'>
</span><span style=3D'letter-spacing:-.1pt'>y</span><span style=3D'letter-s=
pacing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>un</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>atributo</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>salida.</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Este</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>atributo</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>etiqueta</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>al</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>estudiante</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>que</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>ha</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>sufrido
</span>de acoso o ciberacoso mediante dos valores (S&iacute; y No).<o:p></o=
:p></span></p>

<p class=3DMsoListParagraph style=3D'margin-right:5.9pt;line-height:103%;
mso-list:l0 level1 lfo1;tab-stops:70.0pt'><![if !supportLists]><span lang=
=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%'><span
style=3D'mso-list:Ignore'>&#8226;<span style=3D'font:7.0pt "Times New Roman=
"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>Limpieza</=
span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>de</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>datos:</sp=
an><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>al</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>no</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>presentars=
e</span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>m&aacute;s=
</span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>problemas<=
/span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>de</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>limpieza</=
span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>de</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>datos,</sp=
an><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>los</span>=
<span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>valores </=
span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>nulos
fueron imputados al valor de la media. El n&uacute;mero de registros luego =
de
la limpieza<span style=3D'letter-spacing:-.25pt'> </span>se<span
style=3D'letter-spacing:-.25pt'> </span>redujo<span style=3D'letter-spacing=
:-.25pt'>
</span>a<span style=3D'letter-spacing:-.25pt'> </span>673.<span style=3D'le=
tter-spacing:
-.25pt'> </span>La<span style=3D'letter-spacing:-.25pt'> </span>Figura<span
style=3D'letter-spacing:-.25pt'> </span>3<span style=3D'letter-spacing:-.25=
pt'> </span>muestra<span
style=3D'letter-spacing:-.25pt'> </span>la<span style=3D'letter-spacing:-.2=
5pt'> </span>proporci&oacute;n<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>estudiantes<span
style=3D'letter-spacing:-.25pt'> </span>que<span style=3D'letter-spacing:-.=
25pt'> </span>han
sido v&iacute;ctimas de acoso o ciberacoso en la secundaria.<o:p></o:p></sp=
an></p>

<p class=3DMsoBodyText style=3D'margin-top:.2pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h2 style=3D'margin-top:0cm'><span lang=3DES>Figura <span style=3D'letter-s=
pacing:
-.5pt'>3</span></span></h2>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:1=
1.4pt;
margin-bottom:0cm;margin-left:21.35pt;margin-bottom:.0001pt;text-align:cent=
er'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:12.=
0pt;
mso-bidi-font-size:11.0pt'>Frecuencia<span style=3D'letter-spacing:-.35pt'>=
 </span>de<span
style=3D'letter-spacing:-.2pt'> </span>experiencias<span style=3D'letter-sp=
acing:
-.25pt'> </span>con<span style=3D'letter-spacing:-.2pt'> </span>el<span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>acoso</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText><i style=3D'mso-bidi-font-style:normal'><span lang=
=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.2pt'><!--[if gte vml 1]><o:wrap=
block><v:shape
  id=3D"Image_x0020_24" o:spid=3D"_x0000_s1030" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:174.05pt;margin-top:13.45pt;width:243.35pt;height:96.5pt;
  z-index:-15726080;visibility:visible;mso-wrap-style:square;
  mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:=
0;
  mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
  mso-position-horizontal-relative:page;mso-position-vertical:absolute;
  mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1050-RTE-35-2_archivos/image013.png" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D232 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D324 height=3D129 src=3D"1050-RTE-35-2_archivos/image014=
.jpg"
   v:shapes=3D"Image_x0020_24"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:=
10.5pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

</div>

<span lang=3DES style=3D'font-size:10.5pt;mso-bidi-font-size:11.0pt;font-fa=
mily:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-ansi-=
language:
ES;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'><br clear=3Dall
style=3D'page-break-before:always;mso-break-type:section-break'>
</span>

<div class=3DWordSection12>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DES><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoListParagraph style=3D'margin-top:4.5pt;margin-right:5.65pt;
margin-bottom:0cm;margin-left:70.0pt;margin-bottom:.0001pt;line-height:103%;
mso-list:l0 level1 lfo1;tab-stops:70.0pt'><![if !supportLists]><span lang=
=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%'><span
style=3D'mso-list:Ignore'>&#8226;<span style=3D'font:7.0pt "Times New Roman=
"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>Transforma=
ci&oacute;n</span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>de</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>los</span>=
<span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>datos:</sp=
an><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>los</span>=
<span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>valores</s=
pan><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>de</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>los</span>=
<span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>atributos<=
/span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>o</span><s=
pan
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>columnas</=
span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>selecciona=
das</span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.25pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>(4. </span=
><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>Muchas</span><span lang=3DES style=3D'font-size:12.0p=
t;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.65pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>veces;</span><span lang=3DES style=3D'font-size:12.0p=
t;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.65pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>3.</span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.5pt'> </span><s=
pan
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>Bastantes</span><span lang=3DES style=3D'font-size:12=
.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.45pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>veces;</span><span lang=3DES style=3D'font-size:12.0p=
t;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.45pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>2.</span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.65pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>Algunas</span><span lang=3DES style=3D'font-size:12.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.45pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>veces</span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.45pt'> </span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>y</span><span lang=3DES style=3D'font-size:12.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.45pt'> </span><span lang=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>1.</span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-siz=
e:11.0pt;
line-height:103%;letter-spacing:-.45pt'> </span><span lang=3DES style=3D'fo=
nt-size:
12.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>Nun=
ca)</span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.45pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>se</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.45pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>reemplazar=
on</span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.45pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>por </span=
><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>dos<span
style=3D'letter-spacing:-.55pt'> </span>variables<span style=3D'letter-spac=
ing:
-.55pt'> </span>nominales<span style=3D'letter-spacing:-.55pt'> </span>(S&i=
acute;<span
style=3D'letter-spacing:-.55pt'> </span>y<span style=3D'letter-spacing:-.55=
pt'> </span>No).<span
style=3D'letter-spacing:-.55pt'> </span>La<span style=3D'letter-spacing:-.5=
5pt'> </span>divisi&oacute;n<span
style=3D'letter-spacing:-.55pt'> </span>de<span style=3D'letter-spacing:-.5=
5pt'> </span>datos<span
style=3D'letter-spacing:-.55pt'> </span>se<span style=3D'letter-spacing:-.5=
5pt'> </span>realiz&oacute;<span
style=3D'letter-spacing:-.55pt'> </span>con<span style=3D'letter-spacing:-.=
55pt'> </span>un<span
style=3D'letter-spacing:-.55pt'> </span>porcentaje <span style=3D'letter-sp=
acing:
-.1pt'>de</span><span style=3D'letter-spacing:-.55pt'> </span><span
style=3D'letter-spacing:-.1pt'>80%</span><span style=3D'letter-spacing:-.55=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>(538</span><span style=3D'letter-spacing:-.5=
5pt'> </span><span
style=3D'letter-spacing:-.1pt'>registros)</span><span style=3D'letter-spaci=
ng:-.55pt'>
</span><span style=3D'letter-spacing:-.1pt'>para</span><span style=3D'lette=
r-spacing:
-.55pt'> </span><span style=3D'letter-spacing:-.1pt'>entrenamiento</span><s=
pan
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>y</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>20%</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>(135</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>registros)</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>para</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>pruebas,</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>como </span>se
muestra en la Figura 4.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.25pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h2><span lang=3DES>Figura <span style=3D'letter-spacing:-.5pt'>4</span></s=
pan></h2>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:1=
1.4pt;
margin-bottom:0cm;margin-left:21.3pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:12.=
0pt;
mso-bidi-font-size:11.0pt'>Frecuencia<span style=3D'letter-spacing:-.25pt'>=
 </span>de<span
style=3D'letter-spacing:-.25pt'> </span>experiencias<span style=3D'letter-s=
pacing:
-.3pt'> </span>en<span style=3D'letter-spacing:-.2pt'> </span>datos<span
style=3D'letter-spacing:-.3pt'> </span>de<span style=3D'letter-spacing:-.25=
pt'> </span>entrenamiento<span
style=3D'letter-spacing:-.25pt'> </span>y<span style=3D'letter-spacing:-.2p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>prueba</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><!--[if gte vml 1]><o:wrap=
block><v:shape
  id=3D"Image_x0020_25" o:spid=3D"_x0000_s1029" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:184.05pt;margin-top:12.05pt;width:229.85pt;height:112.85pt;
  z-index:-15725568;visibility:visible;mso-wrap-style:square;
  mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:=
0;
  mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
  mso-position-horizontal-relative:page;mso-position-vertical:absolute;
  mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1050-RTE-35-2_archivos/image015.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D246 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D306 height=3D150 src=3D"1050-RTE-35-2_archivos/image016=
.jpg"
   v:shapes=3D"Image_x0020_25"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText><i style=3D'mso-bidi-font-style:normal'><span lang=
=3DES
style=3D'font-size:13.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></i></p>

<p class=3DMsoListParagraph style=3D'margin-top:8.3pt;margin-right:5.4pt;
margin-bottom:0cm;margin-left:70.0pt;margin-bottom:.0001pt;line-height:103%;
mso-list:l0 level1 lfo1;tab-stops:70.0pt'><![if !supportLists]><span lang=
=3DES
style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:103%'><span
style=3D'mso-list:Ignore'>&#8226;<span style=3D'font:7.0pt "Times New Roman=
"'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;
</span></span></span><![endif]><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>Para</span=
><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>el</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>agrupamien=
to,</span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>se</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>transforma=
ron</span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>los</span>=
<span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>valores</s=
pan><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>de</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>los</span>=
<span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>registros<=
/span><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>a</span><s=
pan
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>un</span><=
span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>valor</spa=
n><span
lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.55pt'> </span><span lang=3DES style=3D'font-size:12.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'>num&eacute=
;rico
</span><span lang=3DES style=3D'font-size:12.0pt;mso-bidi-font-size:11.0pt;
line-height:103%'>(0 y 1), aumentando una columna por cada valor del regist=
ro.
Esta codificaci&oacute;n permiti&oacute; que el m&eacute;todo de agrupamien=
to
jer&aacute;rquico <span class=3DSpellE>aglomerativo</span> pudiera procesar=
 y<span
style=3D'letter-spacing:-.45pt'> </span>realizar<span style=3D'letter-spaci=
ng:-.45pt'>
</span>los<span style=3D'letter-spacing:-.45pt'> </span>c&aacute;lculos<span
style=3D'letter-spacing:-.45pt'> </span>num&eacute;ricos<span style=3D'lett=
er-spacing:
-.45pt'> </span>necesarios<span style=3D'letter-spacing:-.45pt'> </span>par=
a<span
style=3D'letter-spacing:-.45pt'> </span>el<span style=3D'letter-spacing:-.4=
5pt'> </span>agrupamiento.<span
style=3D'letter-spacing:-.45pt'> </span>En<span style=3D'letter-spacing:-.4=
5pt'> </span>la<span
style=3D'letter-spacing:-.45pt'> </span>Figura<span style=3D'letter-spacing=
:-.45pt'>
</span>5<span style=3D'letter-spacing:-.45pt'> </span>se muestra los cuatro
grupos generados en <span class=3DSpellE>RapidMiner</span>.<o:p></o:p></spa=
n></p>

<p class=3DMsoBodyText style=3D'margin-top:.25pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h2><span lang=3DES>Figura <span style=3D'letter-spacing:-.5pt'>5</span></s=
pan></h2>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:1=
1.4pt;
margin-bottom:0cm;margin-left:21.35pt;margin-bottom:.0001pt;text-align:cent=
er'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:12.=
0pt;
mso-bidi-font-size:11.0pt'>Grupos<span style=3D'letter-spacing:-.3pt'> </sp=
an><span
style=3D'letter-spacing:-.1pt'>generados</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><!--[if gte vml 1]><o:wrap=
block><v:shape
  id=3D"Image_x0020_26" o:spid=3D"_x0000_s1028" type=3D"#_x0000_t75" style=
=3D'position:absolute;
  margin-left:181.9pt;margin-top:12.55pt;width:234.5pt;height:105pt;z-index=
:-15725056;
  visibility:visible;mso-wrap-style:square;mso-wrap-distance-left:0;
  mso-wrap-distance-top:0;mso-wrap-distance-right:0;mso-wrap-distance-botto=
m:0;
  mso-position-horizontal:absolute;mso-position-horizontal-relative:page;
  mso-position-vertical:absolute;mso-position-vertical-relative:text'>
  <v:imagedata src=3D"1050-RTE-35-2_archivos/image017.jpg" o:title=3D""/>
  <o:lock v:ext=3D"edit" aspectratio=3D"f"/>
  <w:wrap type=3D"topAndBottom" anchorx=3D"page"/>
 </v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout'>
 <table cellpadding=3D0 cellspacing=3D0 align=3Dleft>
  <tr>
   <td width=3D242 height=3D0></td>
  </tr>
  <tr>
   <td></td>
   <td><img width=3D313 height=3D140 src=3D"1050-RTE-35-2_archivos/image018=
.jpg"
   v:shapes=3D"Image_x0020_26"></td>
  </tr>
 </table>
 </span><![endif]><!--[if gte vml 1]></o:wrapblock><![endif]--><br
style=3D'mso-ignore:vglayout' clear=3DALL>
<i style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:=
9.5pt;
mso-bidi-font-size:12.0pt'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DES style=3D'font-size:18.5pt;mso-bidi-font-size:12.0pt=
'><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.75pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>En <span class=3DSpellE>RapidMiner=
</span>
es posible visualizar los modelos de &aacute;rboles de decisi&oacute;n a
trav&eacute;s de gr&aacute;ficos<span style=3D'letter-spacing:-.75pt'> </sp=
an>que<span
style=3D'letter-spacing:-.5pt'> </span>representan<span style=3D'letter-spa=
cing:
-.5pt'> </span>los<span style=3D'letter-spacing:-.5pt'> </span>nodos<span
style=3D'letter-spacing:-.5pt'> </span>y<span style=3D'letter-spacing:-.5pt=
'> </span>ramificaciones<span
style=3D'letter-spacing:-.5pt'> </span>del<span style=3D'letter-spacing:-.5=
pt'> </span>modelo.<span
style=3D'letter-spacing:-.75pt'> </span>Aunque<span style=3D'letter-spacing=
:-.5pt'>
</span>en<span style=3D'letter-spacing:-.5pt'> </span>algunas<span
style=3D'letter-spacing:-.5pt'> </span>ocasiones, los modelos resultan exte=
nsos
debido a la cantidad de atributos o su configuraci&oacute;n, como ha ocurri=
do
en este caso, por lo que una representaci&oacute;n gr&aacute;fica de los
&aacute;rboles no es adecuada en esta ocasi&oacute;n.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.25pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES style=3D'letter-spacing:-.1pt'>Sin=
</span><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>embargo,</span><span lang=3DES style=3D'letter-spacing:-.45pt'> </sp=
an><span
lang=3DES style=3D'letter-spacing:-.1pt'>la</span><span lang=3DES style=3D'=
letter-spacing:
-.45pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>matriz</span=
><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>de</span><span lang=3DES style=3D'letter-spacing:-.45pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.1pt'>confusi&oacute;n</span><span lang=
=3DES
style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>expone</span><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>el</span><span lang=3DES style=3D'letter-spacing:-.45pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.1pt'>rendimiento</span><span lang=3DES
style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>del</span><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>modelo</span><span lang=3DES style=3D'letter-spacing:-.45pt'> </span=
><span
lang=3DES style=3D'letter-spacing:-.1pt'>a</span><span lang=3DES style=3D'l=
etter-spacing:
-.45pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>trav&eacute;=
s</span><span
lang=3DES style=3D'letter-spacing:-.45pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>de</span><span lang=3DES style=3D'letter-spacing:-.45pt'> </span><sp=
an
lang=3DES style=3D'letter-spacing:-.1pt'>varias </span><span lang=3DES>m&ea=
cute;tricas,
como la precisi&oacute;n para las clases, que indica la proporci&oacute;n de
verdaderos positivos sobre el total de calificaciones positivas.<span
style=3D'letter-spacing:-.2pt'> </span>Y<span style=3D'letter-spacing:-.2pt=
'> </span>la
m&eacute;trica de recuperaci&oacute;n (<span class=3DSpellE>Recall</span>) =
de
cada clase, que<span style=3D'letter-spacing:-.25pt'> </span>indica<span
style=3D'letter-spacing:-.3pt'> </span>la<span style=3D'letter-spacing:-.25=
pt'> </span>proporci&oacute;n<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>verdaderos<span
style=3D'letter-spacing:-.3pt'> </span>positivos<span style=3D'letter-spaci=
ng:-.25pt'>
</span>que<span style=3D'letter-spacing:-.25pt'> </span>se<span style=3D'le=
tter-spacing:
-.25pt'> </span>han<span style=3D'letter-spacing:-.25pt'> </span>clasificad=
o<span
style=3D'letter-spacing:-.3pt'> </span>correctamente.<span style=3D'letter-=
spacing:
-.3pt'> </span>Esto<span style=3D'letter-spacing:-.25pt'> </span>es realiza=
do a
trav&eacute;s de la ecuaci&oacute;n 1 y 2:</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
6.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

</div>

<span lang=3DES style=3D'font-size:6.0pt;mso-bidi-font-size:11.0pt;font-fam=
ily:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-ansi-=
language:
ES;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'><br clear=3Dall
style=3D'page-break-before:auto;mso-break-type:section-break'>
</span>

<div class=3DWordSection13>

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 <w:wrap anchorx=3D"page"/>
</v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout;positi=
on:
absolute;z-index:15732736;left:0px;margin-left:268px;margin-top:17px;
width:14px;height:23px'>

<table cellpadding=3D0 cellspacing=3D0>
 <tr>
  <td width=3D14 height=3D23 style=3D'vertical-align:top'><![endif]><![if !=
mso]><span
  style=3D'position:absolute;mso-ignore:vglayout;left:0pt;z-index:15732736'>
  <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
   <tr>
    <td><![endif]>
    <div v:shape=3D"Textbox_x0020_27" style=3D'padding:0pt 0pt 0pt 0pt'
    class=3Dshape>
    <p class=3DMsoNormal style=3D'line-height:14.4pt;mso-line-height-rule:e=
xactly'><span
    lang=3DES style=3D'font-size:13.0pt;mso-bidi-font-size:11.0pt'>=3D<o:p>=
</o:p></span></p>
    </div>
    <![if !mso]></td>
   </tr>
  </table>
  </span><![endif]><![if !mso & !vml]>&nbsp;<![endif]><![if !vml]></td>
 </tr>
</table>

</span><![endif]><i style=3D'mso-bidi-font-style:normal'><span lang=3DES
style=3D'font-size:13.0pt;mso-bidi-font-size:11.0pt;font-family:"Cambria",s=
erif;
letter-spacing:-.2pt'>precisi&oacute;n</span></i><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-font-size:11.0pt;
font-family:"Cambria",serif'><o:p></o:p></span></i></p>

<span lang=3DES style=3D'font-size:11.0pt;line-height:110%;font-family:"Tim=
es New Roman",serif;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'mso-column-break-be=
fore:
always'>
</span>

<p class=3DMsoNormal style=3D'margin-top:5.0pt;margin-right:1.9pt;margin-bo=
ttom:
0cm;margin-left:23.15pt;margin-bottom:.0001pt;text-indent:-8.7pt;line-heigh=
t:
110%;tab-stops:34.55pt 67.05pt'><i style=3D'mso-bidi-font-style:normal'><u>=
<span
lang=3DES style=3D'font-family:"Cambria",serif;mso-hansi-font-family:"Times=
 New Roman"'><span
style=3D'mso-tab-count:2'>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; =
</span><span
style=3D'letter-spacing:-.3pt'>TP</span><span style=3D'mso-tab-count:1'>&nb=
sp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></u></i><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-family:"=
Cambria",serif;
mso-hansi-font-family:"Times New Roman"'> <span class=3DSpellE>TP</span> </=
span></i><span
lang=3DES style=3D'font-family:"Cambria",serif;mso-hansi-font-family:"Times=
 New Roman"'>+
<i style=3D'mso-bidi-font-style:normal'>FP<o:p></o:p></i></span></p>

<span lang=3DES style=3D'font-size:11.0pt;font-family:"Times New Roman",ser=
if;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'mso-special-charact=
er:line-break;
mso-column-break-before:always'>
</span>

<p class=3DMsoNormal style=3D'margin-top:.2pt'><i style=3D'mso-bidi-font-st=
yle:normal'><span
lang=3DES style=3D'font-size:17.5pt;mso-bidi-font-size:11.0pt;font-family:"=
Cambria",serif;
mso-hansi-font-family:"Times New Roman"'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText align=3Dcenter style=3D'margin-top:0cm;margin-right:=
88.55pt;
margin-bottom:0cm;margin-left:89.8pt;margin-bottom:.0001pt;text-align:cente=
r'><span
lang=3DES style=3D'letter-spacing:-.25pt'>(1)</span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;font-family:"Times New Roman",ser=
if;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection14>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

</div>

<span lang=3DES style=3D'font-size:12.5pt;mso-bidi-font-size:11.0pt;font-fa=
mily:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-ansi-=
language:
ES;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'><br clear=3Dall
style=3D'page-break-before:auto;mso-break-type:section-break'>
</span>

<div class=3DWordSection15>

<p class=3DMsoNormal style=3D'margin-top:5.2pt;margin-right:0cm;margin-bott=
om:0cm;
margin-left:70.9pt;margin-bottom:.0001pt;tab-stops:176.65pt 209.2pt'><!--[i=
f gte vml 1]><v:shape
 id=3D"Textbox_x0020_28" o:spid=3D"_x0000_s1026" type=3D"#_x0000_t202" styl=
e=3D'position:absolute;
 left:0;text-align:left;margin-left:220.65pt;margin-top:19.2pt;width:36.55p=
t;
 height:12.9pt;z-index:-16060416;visibility:visible;mso-wrap-style:square;
 mso-wrap-distance-left:0;mso-wrap-distance-top:0;mso-wrap-distance-right:0;
 mso-wrap-distance-bottom:0;mso-position-horizontal:absolute;
 mso-position-horizontal-relative:page;mso-position-vertical:absolute;
 mso-position-vertical-relative:text;v-text-anchor:top' o:gfxdata=3D"UEsDBB=
QABgAIAAAAIQC2gziS/gAAAOEBAAATAAAAW0NvbnRlbnRfVHlwZXNdLnhtbJSRQU7DMBBF
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OlTrorhX2lFEilmcO2RdNtjC5xDF9pCuTyYBB5bi6bQ4syoJ3g9WQ0ymaiLzg5KdCXlKLjvcW893
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AwAADgAAAAAAAAAAAAAAAAAuAgAAZHJzL2Uyb0RvYy54bWxQSwECLQAUAAYACAAAACEAOw79E98A
AAAJAQAADwAAAAAAAAAAAAAAAADyAwAAZHJzL2Rvd25yZXYueG1sUEsFBgAAAAAEAAQA8wAAAP4E
AAAAAA=3D=3D
" filled=3D"f" stroked=3D"f">
 <v:textbox inset=3D"0,0,0,0"/>
 <w:wrap anchorx=3D"page"/>
</v:shape><![endif]--><![if !vml]><span style=3D'mso-ignore:vglayout;positi=
on:
absolute;z-index:-1660227584;left:0px;margin-left:294px;margin-top:26px;
width:53px;height:21px'>

<table cellpadding=3D0 cellspacing=3D0>
 <tr>
  <td width=3D53 height=3D21 style=3D'vertical-align:top'><![endif]><![if !=
mso]><span
  style=3D'position:absolute;mso-ignore:vglayout;left:0pt;z-index:-16602275=
84'>
  <table cellpadding=3D0 cellspacing=3D0 width=3D"100%">
   <tr>
    <td><![endif]>
    <div v:shape=3D"Textbox_x0020_28" style=3D'padding:0pt 0pt 0pt 0pt'
    class=3Dshape>
    <p class=3DMsoNormal><i style=3D'mso-bidi-font-style:normal'><span lang=
=3DES
    style=3D'font-family:"Cambria",serif;mso-hansi-font-family:"Times New R=
oman"'>TP<span
    style=3D'letter-spacing:-.1pt'> </span></span></i><span lang=3DES
    style=3D'font-family:"Cambria",serif;mso-hansi-font-family:"Times New R=
oman"'>+
    <i style=3D'mso-bidi-font-style:normal'><span style=3D'letter-spacing:-=
.25pt'>FN</span><o:p></o:p></i></span></p>
    </div>
    <![if !mso]></td>
   </tr>
  </table>
  </span><![endif]><![if !mso & !vml]>&nbsp;<![endif]><![if !vml]></td>
 </tr>
</table>

</span><![endif]><i style=3D'mso-bidi-font-style:normal'><span lang=3DES
style=3D'font-size:13.0pt;mso-bidi-font-size:11.0pt;font-family:"Cambria",s=
erif;
position:relative;top:-1.0pt;mso-text-raise:1.0pt'>recuperaci&oacute;n<span
style=3D'letter-spacing:1.5pt'> </span></span></i><span lang=3DES style=3D'=
font-size:
13.0pt;mso-bidi-font-size:11.0pt'>=3D </span><i style=3D'mso-bidi-font-styl=
e:normal'><u><span
lang=3DES style=3D'font-family:"Cambria",serif;position:relative;top:-8.5pt;
mso-text-raise:8.5pt'><span style=3D'mso-tab-count:1'>&nbsp;&nbsp;&nbsp;&nb=
sp;&nbsp;&nbsp;&nbsp;&nbsp; </span><span
style=3D'letter-spacing:-.25pt'>TP</span><span style=3D'mso-tab-count:1'>&n=
bsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span></span></u></i><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-family:"=
Cambria",serif'><o:p></o:p></span></i></p>

<span lang=3DES style=3D'font-size:11.0pt;font-family:"Times New Roman",ser=
if;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'mso-special-charact=
er:line-break;
mso-column-break-before:always'>
</span>

<p class=3DMsoNormal style=3D'margin-top:.2pt'><i style=3D'mso-bidi-font-st=
yle:normal'><span
lang=3DES style=3D'font-size:17.5pt;mso-bidi-font-size:11.0pt;font-family:"=
Cambria",serif;
mso-hansi-font-family:"Times New Roman"'><o:p></o:p></span></i></p>

<p class=3DMsoBodyText align=3Dcenter style=3D'margin-top:0cm;margin-right:=
87.45pt;
margin-bottom:0cm;margin-left:70.45pt;margin-bottom:.0001pt;text-align:cent=
er'><span
lang=3DES style=3D'letter-spacing:-.25pt'>(2)</span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;font-family:"Times New Roman",ser=
if;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
uto;
mso-break-type:section-break'>
</span>

<div class=3DWordSection16>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><span lang=3DES style=3D'=
font-size:
9.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:4.5pt;margin-right:0cm;margin-bo=
ttom:
0cm;margin-left:51.95pt;margin-bottom:.0001pt'><span lang=3DES>Donde<span
style=3D'letter-spacing:-.05pt'> </span><i style=3D'mso-bidi-font-style:nor=
mal'>TP </i>es<span
style=3D'letter-spacing:-.05pt'> </span>verdadero positivo,<span
style=3D'letter-spacing:-.1pt'> </span><i style=3D'mso-bidi-font-style:norm=
al'>FP </i>es<span
style=3D'letter-spacing:-.05pt'> </span>falso positivo<span style=3D'letter=
-spacing:
-.05pt'> </span>y<span style=3D'letter-spacing:-.05pt'> </span><i
style=3D'mso-bidi-font-style:normal'>FN </i>es<span style=3D'letter-spacing=
:-.05pt'>
</span>falso <span style=3D'letter-spacing:-.1pt'>negativo.</span></span></=
p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
13.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:15.95pt;margin-bottom:.0001pt;text-align:justify;text-inden=
t:
36.0pt;line-height:103%'><span lang=3DES style=3D'letter-spacing:-.1pt'>El<=
/span><span
lang=3DES style=3D'letter-spacing:-.55pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>modelo</span><span lang=3DES style=3D'letter-spacing:-.55pt'> </span=
><span
lang=3DES style=3D'letter-spacing:-.1pt'>de</span><span lang=3DES style=3D'=
letter-spacing:
-.55pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>clasificaci&=
oacute;n</span><span
lang=3DES style=3D'letter-spacing:-.55pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>sin</span><span lang=3DES style=3D'letter-spacing:-.55pt'> </span><s=
pan
lang=3DES style=3D'letter-spacing:-.1pt'>agrupamiento</span><span lang=3DES
style=3D'letter-spacing:-.55pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>previo</span><span
lang=3DES style=3D'letter-spacing:-.55pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>present&oacute;</span><span lang=3DES style=3D'letter-spacing:-.55pt=
'> </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>una</span><span lang=3DES style=3D=
'letter-spacing:
-.55pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>exactitud</s=
pan><span
lang=3DES style=3D'letter-spacing:-.55pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>del</span><span lang=3DES style=3D'letter-spacing:-.55pt'> </span><s=
pan
lang=3DES style=3D'letter-spacing:-.1pt'>78.52%,</span><span lang=3DES
style=3D'letter-spacing:-.55pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>y
el</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=
=3DES
style=3D'letter-spacing:-.1pt'>modelo</span><span lang=3DES style=3D'letter=
-spacing:
-.65pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>de</span><sp=
an
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>clasificaci&oacute;n</span><span lang=3DES style=3D'letter-spacing:-=
.65pt'> </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>con</span><span lang=3DES style=3D=
'letter-spacing:
-.65pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>agrupamiento=
</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>present&oacute;</span><span lang=3DES style=3D'letter-spacing:-.65pt=
'> </span><span
lang=3DES style=3D'letter-spacing:-.1pt'>una</span><span lang=3DES style=3D=
'letter-spacing:
-.65pt'> </span><span lang=3DES style=3D'letter-spacing:-.1pt'>exactitud</s=
pan><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>del</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span><s=
pan
lang=3DES style=3D'letter-spacing:-.1pt'>86.57%.</span><span lang=3DES
style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.1pt'>En</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>las</span><span lang=3DES style=3D'letter-spacing:-.65pt'> </span><s=
pan
lang=3DES style=3D'letter-spacing:-.1pt'>Tabla</span><span lang=3DES
style=3D'letter-spacing:-.6pt'> </span><span lang=3DES style=3D'letter-spac=
ing:-.1pt'>3</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.1pt'>y </span><span lang=3DES>la<span style=3D'letter-spacing:-.75pt'> </=
span>Tabla<span
style=3D'letter-spacing:-.6pt'> </span>4<span style=3D'letter-spacing:-.55p=
t'> </span>exponen<span
style=3D'letter-spacing:-.55pt'> </span>la<span style=3D'letter-spacing:-.5=
5pt'> </span>matriz<span
style=3D'letter-spacing:-.55pt'> </span>de<span style=3D'letter-spacing:-.5=
5pt'> </span>confusi&oacute;n<span
style=3D'letter-spacing:-.55pt'> </span>de<span style=3D'letter-spacing:-.5=
5pt'> </span>ambos<span
style=3D'letter-spacing:-.55pt'> </span>modelos,<span style=3D'letter-spaci=
ng:-.55pt'>
</span>as&iacute;<span style=3D'letter-spacing:-.55pt'> </span>como<span
style=3D'letter-spacing:-.55pt'> </span>los<span style=3D'letter-spacing:-.=
55pt'> </span>valores<span
style=3D'letter-spacing:-.55pt'> </span>de<span style=3D'letter-spacing:-.5=
5pt'> </span>precisi&oacute;n
y el porcentaje de recuperaci&oacute;n.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.2pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h2><span lang=3DES style=3D'letter-spacing:-.1pt'>Tabla</span><span lang=
=3DES
style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'letter-spa=
cing:-.5pt'>3</span></h2>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:1=
1.4pt;
margin-bottom:0cm;margin-left:21.35pt;margin-bottom:.0001pt;text-align:cent=
er'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:12.=
0pt;
mso-bidi-font-size:11.0pt'>Matriz<span style=3D'letter-spacing:-.1pt'> </sp=
an>de<span
style=3D'letter-spacing:-.05pt'> </span>confusi&oacute;n<span style=3D'lett=
er-spacing:
-.05pt'> </span>del<span style=3D'letter-spacing:-.05pt'> </span>modelo<span
style=3D'letter-spacing:-.05pt'> </span>sin <span style=3D'letter-spacing:-=
.1pt'>agrupamiento</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText><i style=3D'mso-bidi-font-style:normal'><span lang=
=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></spa=
n></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><i style=3D'mso-bidi-font-=
style:
normal'><span lang=3DES style=3D'font-size:7.0pt;mso-bidi-font-size:12.0pt'=
><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 60.9pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:16.55pt'>
  <td width=3D195 valign=3Dtop style=3D'width:146.4pt;border:solid black 1.=
0pt;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:0cm;text-align=
:left'><span
  lang=3DES><o:p>&nbsp;</o:p></span></p>
  </td>
  <td width=3D64 valign=3Dtop style=3D'width:48.2pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:2.9pt;margin-right:8.55pt;
  margin-bottom:0cm;margin-left:9.5pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'>SI</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D64 valign=3Dtop style=3D'width:48.2pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:2.9pt;margin-right:8.55pt;
  margin-bottom:0cm;margin-left:9.5pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'>NO</span></b><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'><o:p></o:p></span></b></p>
  </td>
  <td width=3D160 valign=3Dtop style=3D'width:119.7pt;border:solid black 1.=
0pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:2.9pt;margin-right:2.75pt;
  margin-bottom:0cm;margin-left:3.65pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>PRECISI&Oacute;N<span style=3D'letter-spacing:=
-.3pt'>
  </span>DE<span style=3D'letter-spacing:-.15pt'> </span>LA<span
  style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1=
pt'>CLASE</span><o:p></o:p></span></b></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:16.55pt'>
  <td width=3D195 valign=3Dtop style=3D'width:146.4pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:2.9pt;margin-right:4.4pt;
  margin-bottom:0cm;margin-left:5.35pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>PRED. <span style=3D'letter-spacing:-.25pt'>NO=
</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D64 valign=3Dtop style=3D'width:48.2pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:8.55pt;
  margin-bottom:0cm;margin-left:9.5pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>92</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D64 valign=3Dtop style=3D'width:48.2pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:8.55pt;
  margin-bottom:0cm;margin-left:9.5pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>24</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D160 valign=3Dtop style=3D'width:119.7pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:2.75pt;
  margin-bottom:0cm;margin-left:3.65pt;margin-bottom:.0001pt'><span lang=3D=
ES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
79.31%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:16.55pt'>
  <td width=3D195 valign=3Dtop style=3D'width:146.4pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:2.9pt;margin-right:4.4pt;
  margin-bottom:0cm;margin-left:5.35pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>PRED. <span style=3D'letter-spacing:-.25pt'>S&=
Iacute;</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D64 valign=3Dtop style=3D'width:48.2pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.95pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>5<o:p></o:p></span></=
p>
  </td>
  <td width=3D64 valign=3Dtop style=3D'width:48.2pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:8.55pt;
  margin-bottom:0cm;margin-left:9.5pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>14</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D160 valign=3Dtop style=3D'width:119.7pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:2.75pt;
  margin-bottom:0cm;margin-left:3.65pt;margin-bottom:.0001pt'><span lang=3D=
ES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
73.68%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;mso-yfti-lastrow:yes;height:17.25pt'>
  <td width=3D195 valign=3Dtop style=3D'width:146.4pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:17.25pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.25pt;margin-right:4.4pt;
  margin-bottom:0cm;margin-left:5.35pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>RECUPERACI&Oacute;N<span style=3D'letter-spaci=
ng:
  -.4pt'> </span>DE<span style=3D'letter-spacing:-.2pt'> </span>LA<span
  style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1=
pt'>CLASE</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D64 valign=3Dtop style=3D'width:48.2pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:17.25pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.35pt;margin-right:8.55pt;
  margin-bottom:0cm;margin-left:9.5pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
94.85%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D64 valign=3Dtop style=3D'width:48.2pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:17.25pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.35pt;margin-right:8.55pt;
  margin-bottom:0cm;margin-left:9.5pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
36.84%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D160 valign=3Dtop style=3D'width:119.7pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:17.25pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:0cm;text-align=
:left'><span
  lang=3DES><o:p>&nbsp;</o:p></span></p>
  </td>
 </tr>
</table>

<p class=3DMsoBodyText><i style=3D'mso-bidi-font-style:normal'><span lang=
=3DES
style=3D'font-size:8.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span=
></i></p>

<p class=3DMsoBodyText style=3D'margin-top:4.5pt;margin-right:5.65pt;margin=
-bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>La<span style=3D'letter-spacing:-.=
55pt'> </span>precisi&oacute;n<span
style=3D'letter-spacing:-.55pt'> </span>de<span style=3D'letter-spacing:-.5=
5pt'> </span>ambas<span
style=3D'letter-spacing:-.55pt'> </span>clases<span style=3D'letter-spacing=
:-.55pt'>
</span>de<span style=3D'letter-spacing:-.55pt'> </span>acuerdo<span
style=3D'letter-spacing:-.55pt'> </span>con<span style=3D'letter-spacing:-.=
55pt'> </span>la<span
style=3D'letter-spacing:-.75pt'> </span>Tabla<span style=3D'letter-spacing:=
-.55pt'>
</span>3<span style=3D'letter-spacing:-.55pt'> </span>es<span style=3D'lett=
er-spacing:
-.55pt'> </span>superior<span style=3D'letter-spacing:-.55pt'> </span>al<sp=
an
style=3D'letter-spacing:-.55pt'> </span>70%.<span style=3D'letter-spacing:-=
.55pt'> </span>Por<span
style=3D'letter-spacing:-.55pt'> </span>lo<span style=3D'letter-spacing:-.5=
5pt'> </span>tanto,
el modelo puede clasificar con precisi&oacute;n al menos esa proporci&oacut=
e;n
de registros de estudiantes que<span style=3D'letter-spacing:-.25pt'> </spa=
n>sufren<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>acoso<span
style=3D'letter-spacing:-.25pt'> </span>o<span style=3D'letter-spacing:-.25=
pt'> </span>ciberacoso.<span
style=3D'letter-spacing:-.25pt'> </span>Sin<span style=3D'letter-spacing:-.=
25pt'> </span>embargo,<span
style=3D'letter-spacing:-.25pt'> </span>la<span style=3D'letter-spacing:-.2=
5pt'> </span>recuperaci&oacute;n<span
style=3D'letter-spacing:-.25pt'> </span>de<span style=3D'letter-spacing:-.2=
5pt'> </span>la<span
style=3D'letter-spacing:-.25pt'> </span>clase<span style=3D'letter-spacing:=
-.25pt'>
</span>S&iacute;<span style=3D'letter-spacing:-.25pt'> </span>presenta<span
style=3D'letter-spacing:-.25pt'> </span>algunas dificultades al modelo, ace=
rtando
en 14 ocasiones de un total de 38 registros pertenecientes a la clase
S&iacute;, dando como resultado una recuperaci&oacute;n del 36.84%. Por el
contrario, la clase No, que<span style=3D'letter-spacing:-.05pt'> </span>pr=
esenta<span
style=3D'letter-spacing:-.05pt'> </span>una<span style=3D'letter-spacing:-.=
05pt'> </span>proporci&oacute;n<span
style=3D'letter-spacing:-.05pt'> </span>del<span style=3D'letter-spacing:-.=
05pt'> </span>94.85%,<span
style=3D'letter-spacing:-.05pt'> </span>acert&oacute;<span style=3D'letter-=
spacing:
-.05pt'> </span>en<span style=3D'letter-spacing:-.05pt'> </span>92<span
style=3D'letter-spacing:-.05pt'> </span>ocasiones<span style=3D'letter-spac=
ing:
-.05pt'> </span>de<span style=3D'letter-spacing:-.05pt'> </span>un<span
style=3D'letter-spacing:-.05pt'> </span>total<span style=3D'letter-spacing:=
-.05pt'>
</span>de<span style=3D'letter-spacing:-.05pt'> </span>97<span style=3D'let=
ter-spacing:
-.05pt'> </span>registros<span style=3D'letter-spacing:-.05pt'> </span>de e=
sta
clase.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.6pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>De acuerdo con la Tabla 4, el mode=
lo con
agrupamiento previo pudo clasificar a tres de<span style=3D'letter-spacing:=
-.15pt'>
</span>los<span style=3D'letter-spacing:-.15pt'> </span>cuatro<span
style=3D'letter-spacing:-.15pt'> </span>grupos<span style=3D'letter-spacing=
:-.15pt'>
</span>formados<span style=3D'letter-spacing:-.15pt'> </span>con<span
style=3D'letter-spacing:-.15pt'> </span>una<span style=3D'letter-spacing:-.=
15pt'> </span>precisi&oacute;n<span
style=3D'letter-spacing:-.15pt'> </span>de<span style=3D'letter-spacing:-.1=
5pt'> </span>al<span
style=3D'letter-spacing:-.15pt'> </span>menos<span style=3D'letter-spacing:=
-.15pt'>
</span>75%.<span style=3D'letter-spacing:-.15pt'> </span>Sin<span
style=3D'letter-spacing:-.15pt'> </span>embargo,<span style=3D'letter-spaci=
ng:-.15pt'>
</span>al<span style=3D'letter-spacing:-.15pt'> </span>dividir<span
style=3D'letter-spacing:-.15pt'> </span>los <span style=3D'letter-spacing:-=
.1pt'>datos</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>aleatoriamente</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>en</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>un</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>grupo</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>de</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>entrenamiento</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>y</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>de</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>prueba,</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>no</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>quedaron</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>registros</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>existentes
</span>del grupo tres en los datos de prueba. En cuanto a la
recuperaci&oacute;n, el grupo dos present&oacute; una proporci&oacute;n<span
style=3D'letter-spacing:-.6pt'> </span>del<span style=3D'letter-spacing:-.6=
pt'> </span>100%,<span
style=3D'letter-spacing:-.6pt'> </span>mientras<span style=3D'letter-spacin=
g:-.6pt'>
</span>que<span style=3D'letter-spacing:-.6pt'> </span>el<span style=3D'let=
ter-spacing:
-.6pt'> </span>grupo<span style=3D'letter-spacing:-.6pt'> </span>uno<span
style=3D'letter-spacing:-.6pt'> </span>fue<span style=3D'letter-spacing:-.6=
pt'> </span>del<span
style=3D'letter-spacing:-.6pt'> </span>97.70%.<span style=3D'letter-spacing=
:1.9pt'>
</span>Lo<span style=3D'letter-spacing:-.6pt'> </span>que<span style=3D'let=
ter-spacing:
-.6pt'> </span>acert&oacute;<span style=3D'letter-spacing:-.6pt'> </span>en=
<span
style=3D'letter-spacing:-.6pt'> </span>clasificar<span style=3D'letter-spac=
ing:
-.6pt'> </span>85 casos de 87 y finalmente el grupo cero cuya una
proporci&oacute;n fue del 56.76%, lleg&oacute; a clasificar 21 casos correc=
tos
de un total de 37 casos pertenecientes a ese grupo.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h2 style=3D'margin-left:21.4pt'><span lang=3DES style=3D'letter-spacing:-.=
1pt'>Tabla</span><span
lang=3DES style=3D'letter-spacing:-.65pt'> </span><span lang=3DES style=3D'=
letter-spacing:
-.5pt'>4</span></h2>

<p class=3DMsoNormal align=3Dcenter style=3D'margin-top:.6pt;margin-right:1=
1.4pt;
margin-bottom:0cm;margin-left:21.4pt;margin-bottom:.0001pt;text-align:cente=
r'><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:12.=
0pt;
mso-bidi-font-size:11.0pt'>Matriz<span style=3D'letter-spacing:-.1pt'> </sp=
an>de<span
style=3D'letter-spacing:-.05pt'> </span>confusi&oacute;n<span style=3D'lett=
er-spacing:
-.05pt'> </span>del<span style=3D'letter-spacing:-.05pt'> </span>modelo<span
style=3D'letter-spacing:-.05pt'> </span>con <span style=3D'letter-spacing:-=
.1pt'>agrupamiento</span><o:p></o:p></span></i></p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DES style=3D'font-size:4.5pt;mso-bidi-font-size:12.0pt'=
><o:p>&nbsp;</o:p></span></i></p>

<table class=3DTableNormal border=3D1 cellspacing=3D0 cellpadding=3D0 style=
=3D'margin-left:
 22.4pt;border-collapse:collapse;mso-table-layout-alt:fixed;border:none;
 mso-border-alt:solid black 1.0pt;mso-yfti-tbllook:480;mso-padding-alt:0cm =
0cm 0cm 0cm;
 mso-border-insideh:1.0pt solid black;mso-border-insidev:1.0pt solid black'>
 <tr style=3D'mso-yfti-irow:0;mso-yfti-firstrow:yes;height:27.2pt'>
  <td width=3D149 valign=3Dtop style=3D'width:111.9pt;border:solid black 1.=
0pt;
  padding:0cm 0cm 0cm 0cm;height:27.2pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:0cm;text-align=
:left'><span
  lang=3DES><o:p>&nbsp;</o:p></span></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:27.2pt'>
  <p class=3DTableParagraph style=3D'margin-top:8.25pt;margin-right:4.9pt;
  margin-bottom:0cm;margin-left:5.8pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>CLUSTER<span style=3D'letter-spacing:-.35pt'> =
</span><span
  style=3D'letter-spacing:-.5pt'>0</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:27.2pt'>
  <p class=3DTableParagraph style=3D'margin-top:8.25pt;margin-right:5.0pt;
  margin-bottom:0cm;margin-left:5.8pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>CLUSTER<span style=3D'letter-spacing:-.35pt'> =
</span><span
  style=3D'letter-spacing:-.5pt'>1</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:27.2pt'>
  <p class=3DTableParagraph style=3D'margin-top:8.25pt;margin-right:5.0pt;
  margin-bottom:0cm;margin-left:5.75pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>CLUSTER<span style=3D'letter-spacing:-.35pt'> =
</span><span
  style=3D'letter-spacing:-.5pt'>2</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border:solid black 1.0p=
t;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:27.2pt'>
  <p class=3DTableParagraph style=3D'margin-top:8.25pt;margin-right:5.0pt;
  margin-bottom:0cm;margin-left:5.65pt;margin-bottom:.0001pt'><b
  style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'font-size:=
9.0pt;
  mso-bidi-font-size:11.0pt'>CLUSTER<span style=3D'letter-spacing:-.35pt'> =
</span><span
  style=3D'letter-spacing:-.5pt'>3</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D104 valign=3Dtop style=3D'width:78.15pt;border:solid black 1.=
0pt;
  border-left:none;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0c=
m 0cm;
  height:27.2pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:2.85pt;margin-=
right:
  5.5pt;margin-bottom:0cm;margin-left:16.75pt;margin-bottom:.0001pt;text-al=
ign:
  left;text-indent:-10.3pt;line-height:103%'><b style=3D'mso-bidi-font-weig=
ht:
  normal'><span lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0p=
t;
  line-height:103%'>PRECISI&Oacute;N<span style=3D'letter-spacing:-.6pt'> <=
/span>DE
  LA<span style=3D'letter-spacing:-.6pt'> </span>CLASE<o:p></o:p></span></b=
></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:1;height:16.55pt'>
  <td width=3D149 valign=3Dtop style=3D'width:111.9pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph align=3Dright style=3D'margin-top:2.9pt;margin-=
right:
  15.7pt;margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:
  right'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'=
font-size:
  9.0pt;mso-bidi-font-size:11.0pt'>PRED.<span style=3D'letter-spacing:-.2pt=
'> </span>CLUSTER<span
  style=3D'letter-spacing:-.15pt'> </span><span style=3D'letter-spacing:-.5=
pt'>0</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:4.9pt;
  margin-bottom:0cm;margin-left:5.8pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>21</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.85pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>2<o:p></o:p></span></=
p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.75pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.7pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D104 valign=3Dtop style=3D'width:78.15pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:23.65pt;
  margin-bottom:0cm;margin-left:24.25pt;margin-bottom:.0001pt'><span lang=
=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
91.30%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:2;height:16.55pt'>
  <td width=3D149 valign=3Dtop style=3D'width:111.9pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph align=3Dright style=3D'margin-top:2.9pt;margin-=
right:
  15.7pt;margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:
  right'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'=
font-size:
  9.0pt;mso-bidi-font-size:11.0pt'>PRED.<span style=3D'letter-spacing:-.2pt=
'> </span>CLUSTER<span
  style=3D'letter-spacing:-.15pt'> </span><span style=3D'letter-spacing:-.5=
pt'>1</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:4.9pt;
  margin-bottom:0cm;margin-left:5.8pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>13</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:5.0pt;
  margin-bottom:0cm;margin-left:5.8pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>85</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.75pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.65pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D104 valign=3Dtop style=3D'width:78.15pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:23.7pt;
  margin-bottom:0cm;margin-left:24.25pt;margin-bottom:.0001pt'><span lang=
=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
86.73%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:3;height:16.55pt'>
  <td width=3D149 valign=3Dtop style=3D'width:111.9pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph align=3Dright style=3D'margin-top:2.9pt;margin-=
right:
  15.8pt;margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:
  right'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'=
font-size:
  9.0pt;mso-bidi-font-size:11.0pt'>PRED.<span style=3D'letter-spacing:-.2pt=
'> </span>CLUSTER<span
  style=3D'letter-spacing:-.15pt'> </span><span style=3D'letter-spacing:-.5=
pt'>2</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.9pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>3<o:p></o:p></span></=
p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.8pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:5.0pt;
  margin-bottom:0cm;margin-left:5.7pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.25pt'=
>10</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.65pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D104 valign=3Dtop style=3D'width:78.15pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:23.7pt;
  margin-bottom:0cm;margin-left:24.25pt;margin-bottom:.0001pt'><span lang=
=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
76.92%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:4;height:16.55pt'>
  <td width=3D149 valign=3Dtop style=3D'width:111.9pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:16.55pt'>
  <p class=3DTableParagraph align=3Dright style=3D'margin-top:2.9pt;margin-=
right:
  15.75pt;margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-alig=
n:
  right'><b style=3D'mso-bidi-font-weight:normal'><span lang=3DES style=3D'=
font-size:
  9.0pt;mso-bidi-font-size:11.0pt'>PRED.<span style=3D'letter-spacing:-.2pt=
'> </span>CLUSTER<span
  style=3D'letter-spacing:-.15pt'> </span><span style=3D'letter-spacing:-.5=
pt'>3</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.85pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.8pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.7pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-left:.6pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'>0<o:p></o:p></span></=
p>
  </td>
  <td width=3D104 valign=3Dtop style=3D'width:78.15pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:16.55pt'>
  <p class=3DTableParagraph style=3D'margin-top:3.0pt;margin-right:23.7pt;
  margin-bottom:0cm;margin-left:24.25pt;margin-bottom:.0001pt'><span lang=
=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
0.00%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
 </tr>
 <tr style=3D'mso-yfti-irow:5;mso-yfti-lastrow:yes;height:27.2pt'>
  <td width=3D149 valign=3Dtop style=3D'width:111.9pt;border:solid black 1.=
0pt;
  border-top:none;mso-border-top-alt:solid black 1.0pt;padding:0cm 0cm 0cm =
0cm;
  height:27.2pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:2.85pt;margin-=
right:
  0cm;margin-bottom:0cm;margin-left:40.9pt;margin-bottom:.0001pt;text-align:
  left;text-indent:-36.3pt;line-height:103%'><b style=3D'mso-bidi-font-weig=
ht:
  normal'><span lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0p=
t;
  line-height:103%'>RECUPERACI&Oacute;N<span style=3D'letter-spacing:-.6pt'=
> </span>DE<span
  style=3D'letter-spacing:-.55pt'> </span>LA <span style=3D'letter-spacing:=
-.1pt'>CLASE</span><o:p></o:p></span></b></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:27.2pt'>
  <p class=3DTableParagraph style=3D'margin-top:8.3pt;margin-right:4.95pt;
  margin-bottom:0cm;margin-left:5.8pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
56.76%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:27.2pt'>
  <p class=3DTableParagraph style=3D'margin-top:8.3pt;margin-right:5.0pt;
  margin-bottom:0cm;margin-left:5.75pt;margin-bottom:.0001pt'><span lang=3D=
ES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
97.70%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:27.2pt'>
  <p class=3DTableParagraph style=3D'margin-top:8.3pt;margin-right:5.0pt;
  margin-bottom:0cm;margin-left:5.7pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
100.00%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D83 valign=3Dtop style=3D'width:62.4pt;border-top:none;border-=
left:none;
  border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;mso-border=
-top-alt:
  solid black 1.0pt;mso-border-left-alt:solid black 1.0pt;padding:0cm 0cm 0=
cm 0cm;
  height:27.2pt'>
  <p class=3DTableParagraph style=3D'margin-top:8.3pt;margin-right:5.0pt;
  margin-bottom:0cm;margin-left:5.6pt;margin-bottom:.0001pt'><span lang=3DES
  style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>=
0.00%</span><span
  lang=3DES style=3D'font-size:9.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p>=
</span></p>
  </td>
  <td width=3D104 valign=3Dtop style=3D'width:78.15pt;border-top:none;borde=
r-left:
  none;border-bottom:solid black 1.0pt;border-right:solid black 1.0pt;
  mso-border-top-alt:solid black 1.0pt;mso-border-left-alt:solid black 1.0p=
t;
  padding:0cm 0cm 0cm 0cm;height:27.2pt'>
  <p class=3DTableParagraph align=3Dleft style=3D'margin-top:0cm;text-align=
:left'><span
  lang=3DES><o:p>&nbsp;</o:p></span></p>
  </td>
 </tr>
</table>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><i style=3D'mso-bidi-font=
-style:
normal'><span lang=3DES style=3D'font-size:11.5pt;mso-bidi-font-size:12.0pt=
'><o:p>&nbsp;</o:p></span></i></p>

<p class=3DMsoBodyText align=3Dright style=3D'margin-right:5.9pt;text-align=
:right'><span
lang=3DES>La<span style=3D'letter-spacing:.35pt'> </span>s&iacute;ntesis<sp=
an
style=3D'letter-spacing:.4pt'> </span>textual<span style=3D'letter-spacing:=
.4pt'> </span>facilit&oacute;<span
style=3D'letter-spacing:.4pt'> </span>la<span style=3D'letter-spacing:.35pt=
'> </span>generaci&oacute;n<span
style=3D'letter-spacing:.4pt'> </span>de<span style=3D'letter-spacing:.4pt'=
> </span>modelos<span
style=3D'letter-spacing:.4pt'> </span>de<span style=3D'letter-spacing:.35pt=
'> </span>clasificaci&oacute;n;<span
style=3D'letter-spacing:.4pt'> </span>ambos<span style=3D'letter-spacing:.4=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>modelos</span></span></p>

<p class=3DMsoBodyText align=3Dright style=3D'margin-top:.6pt;margin-right:=
5.6pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right'><=
span
lang=3DES>presentaron<span style=3D'letter-spacing:1.05pt'> </span>una<span
style=3D'letter-spacing:1.2pt'> </span>exactitud<span style=3D'letter-spaci=
ng:1.2pt'>
</span>por<span style=3D'letter-spacing:1.2pt'> </span>encima<span
style=3D'letter-spacing:1.2pt'> </span>del<span style=3D'letter-spacing:1.2=
pt'> </span>75%.<span
style=3D'letter-spacing:1.15pt'> </span>Sin<span style=3D'letter-spacing:1.=
2pt'> </span>embargo,<span
style=3D'letter-spacing:1.2pt'> </span>los<span style=3D'letter-spacing:1.2=
pt'> </span>resultados<span
style=3D'letter-spacing:1.2pt'> </span>evidencian<span style=3D'letter-spac=
ing:
1.2pt'> </span><span style=3D'letter-spacing:-.25pt'>una</span></span></p>

</div>

<span lang=3DES style=3D'font-size:11.0pt;font-family:"Times New Roman",ser=
if;
mso-fareast-font-family:"Times New Roman";mso-ansi-language:ES;mso-fareast-=
language:
EN-US;mso-bidi-language:AR-SA'><br clear=3Dall style=3D'page-break-before:a=
lways;
mso-break-type:section-break'>
</span>

<div class=3DWordSection17>

<p class=3DMsoBodyText style=3D'margin-top:.15pt'><span lang=3DES><o:p>&nbs=
p;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:4.5pt;margin-right:5.7pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;line-height:
103%'><span lang=3DES>mayor exactitud al implementar el modelo con agrupami=
ento,
lo que indica que el proceso de s&iacute;ntesis tuvo una influencia positiv=
a en
su rendimiento al predecir los casos correctos de las <span style=3D'letter=
-spacing:
-.1pt'>personas</span><span style=3D'letter-spacing:-.65pt'> </span><span
style=3D'letter-spacing:-.1pt'>que</span><span style=3D'letter-spacing:-.65=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>han</span><span style=3D'letter-spacing:-.65=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>sufrido</span><span style=3D'letter-spacing:=
-.65pt'>
</span><span style=3D'letter-spacing:-.1pt'>de</span><span style=3D'letter-=
spacing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>acoso</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>y</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>ciberacoso.</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Aun</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>as&iacute;</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>existen</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>otros</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>factores</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>que</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>pueden</span><span
style=3D'letter-spacing:-.6pt'> </span><span style=3D'letter-spacing:-.1pt'=
>alterar
</span>los<span style=3D'letter-spacing:-.65pt'> </span>resultados<span
style=3D'letter-spacing:-.65pt'> </span>de<span style=3D'letter-spacing:-.6=
5pt'> </span>un<span
style=3D'letter-spacing:-.65pt'> </span>modelo<span style=3D'letter-spacing=
:-.65pt'>
</span>de<span style=3D'letter-spacing:-.65pt'> </span>miner&iacute;a<span
style=3D'letter-spacing:-.65pt'> </span>de<span style=3D'letter-spacing:-.6=
5pt'> </span>datos,<span
style=3D'letter-spacing:-.65pt'> </span>como<span style=3D'letter-spacing:-=
.65pt'> </span>las<span
style=3D'letter-spacing:-.65pt'> </span>tareas<span style=3D'letter-spacing=
:-.65pt'>
</span>de<span style=3D'letter-spacing:-.65pt'> </span>preprocesamiento<span
style=3D'letter-spacing:-.65pt'> </span>de<span style=3D'letter-spacing:-.6=
5pt'> </span>datos,
la calidad de los datos y el balance de las clases o etiquetas.</span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.2pt'><span lang=3DES style=3D'f=
ont-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 style=3D'margin-right:11.4pt'><span lang=3DES style=3D'letter-spacing:-=
.1pt'>Conclusiones</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.85pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>La<span style=3D'letter-spacing:-.=
65pt'> </span>miner&iacute;a<span
style=3D'letter-spacing:-.65pt'> </span>de<span style=3D'letter-spacing:-.6=
5pt'> </span>datos<span
style=3D'letter-spacing:-.65pt'> </span>se<span style=3D'letter-spacing:-.6=
5pt'> </span>encuentra<span
style=3D'letter-spacing:-.65pt'> </span>en<span style=3D'letter-spacing:-.6=
5pt'> </span>un<span
style=3D'letter-spacing:-.65pt'> </span>proceso<span style=3D'letter-spacin=
g:-.65pt'>
</span>continuo<span style=3D'letter-spacing:-.65pt'> </span>de<span
style=3D'letter-spacing:-.65pt'> </span>avance<span style=3D'letter-spacing=
:-.65pt'>
</span>y<span style=3D'letter-spacing:-.65pt'> </span><a name=3D"_Hlk865900=
03"></a>transformaci&oacute;n,<span
style=3D'letter-spacing:-.65pt'> </span>al <span style=3D'letter-spacing:-.=
2pt'>igual
que sus herramientas de software. La generaci&oacute;n masiva de
informaci&oacute;n permite la creaci&oacute;n </span><span style=3D'letter-=
spacing:
-.1pt'>de</span><span style=3D'letter-spacing:-.45pt'> </span><span
style=3D'letter-spacing:-.1pt'>nuevos</span><span style=3D'letter-spacing:-=
.45pt'> </span><span
style=3D'letter-spacing:-.1pt'>algoritmos</span><span style=3D'letter-spaci=
ng:-.45pt'>
</span><span style=3D'letter-spacing:-.1pt'>y</span><span style=3D'letter-s=
pacing:
-.45pt'> </span><span style=3D'letter-spacing:-.1pt'>procesos</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>que</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>permiten</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>analizar</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>y</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>generar</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>conocimiento</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>cualquier</span><span
style=3D'letter-spacing:-.45pt'> </span><span style=3D'letter-spacing:-.1pt=
'>tipo
de</span><span style=3D'letter-spacing:-.55pt'> </span><span style=3D'lette=
r-spacing:
-.1pt'>informaci&oacute;n,</span><span style=3D'letter-spacing:-.55pt'> </s=
pan><span
style=3D'letter-spacing:-.1pt'>incluso</span><span style=3D'letter-spacing:=
-.55pt'>
</span><span style=3D'letter-spacing:-.1pt'>de</span><span style=3D'letter-=
spacing:
-.55pt'> </span><span style=3D'letter-spacing:-.1pt'>problemas</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>sociales</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>tan</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>delicados</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>como</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>el</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>acoso</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>y</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>el</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>ciberacoso.</span><span
style=3D'letter-spacing:-.55pt'> </span><span style=3D'letter-spacing:-.1pt=
'>Cada </span>d&iacute;a,
m&aacute;s j&oacute;venes y adolescentes sufren estos tipos de violencia en=
 sus
actividades cotidianas; esto<span style=3D'letter-spacing:-.35pt'> </span>s=
e<span
style=3D'letter-spacing:-.35pt'> </span>evidencia<span style=3D'letter-spac=
ing:
-.4pt'> </span>en<span style=3D'letter-spacing:-.35pt'> </span>el<span
style=3D'letter-spacing:-.35pt'> </span>n&uacute;mero<span style=3D'letter-=
spacing:
-.35pt'> </span>de<span style=3D'letter-spacing:-.35pt'> </span>estudiantes=
<span
style=3D'letter-spacing:-.4pt'> </span>universitarios<span style=3D'letter-=
spacing:
-.4pt'> </span>que<span style=3D'letter-spacing:-.35pt'> </span>respondiero=
n<span
style=3D'letter-spacing:-.35pt'> </span>afirmativamente a la encuesta sobre=
 sus
experiencias con el acoso y el ciberacoso.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.35pt'><span lang=3DES style=3D'=
font-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt;margin-right:5.4pt;margin-=
bottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Por<span style=3D'letter-spacing:-=
.75pt'> </span>lo<span
style=3D'letter-spacing:-.75pt'> </span>tanto,<span style=3D'letter-spacing=
:-.75pt'>
</span>en<span style=3D'letter-spacing:-.75pt'> </span>este<span
style=3D'letter-spacing:-.75pt'> </span>estudio<span style=3D'letter-spacin=
g:-.75pt'>
</span>se<span style=3D'letter-spacing:-.75pt'> </span>utilizaron<span
style=3D'letter-spacing:-.75pt'> </span>t&eacute;cnicas<span style=3D'lette=
r-spacing:
-.75pt'> </span>y<span style=3D'letter-spacing:-.75pt'> </span>algoritmos<s=
pan
style=3D'letter-spacing:-.75pt'> </span>de<span style=3D'letter-spacing:-.7=
5pt'> </span>miner&iacute;a<span
style=3D'letter-spacing:-.75pt'> </span>de<span style=3D'letter-spacing:-.7=
5pt'> </span>datos<span
style=3D'letter-spacing:-.75pt'> </span>como <span style=3D'letter-spacing:=
-.1pt'>&aacute;rbol</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>decisi&oacute;n</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>y</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>agrupamiento</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>a</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>las</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>encuestas</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>aplicadas</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>a</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>los</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>estudiantes</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>universitarios</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>para </span>generar
una s&iacute;ntesis textual que permita generar conocimiento sobre el acoso=
 y
el ciberacoso. De este modo, al aplicar el modelo de aprendizaje
autom&aacute;tico supervisado denominado &aacute;rbol de<span style=3D'lett=
er-spacing:
2.0pt'> </span>decisi&oacute;n<span style=3D'letter-spacing:2.0pt'> </span>=
con<span
style=3D'letter-spacing:2.0pt'> </span>los<span style=3D'letter-spacing:2.0=
pt'> </span>datos<span
style=3D'letter-spacing:2.0pt'> </span>obtenidos<span style=3D'letter-spaci=
ng:2.0pt'>
</span>de<span style=3D'letter-spacing:2.0pt'> </span>las<span style=3D'let=
ter-spacing:
2.0pt'> </span>encuestas<span style=3D'letter-spacing:2.0pt'> </span>presen=
t&oacute;<span
style=3D'letter-spacing:2.0pt'> </span>una<span style=3D'letter-spacing:2.0=
pt'> </span>exactitud<span
style=3D'letter-spacing:2.0pt'> </span>del<span style=3D'letter-spacing:2.0=
pt'> </span>78.52%.
Sin embargo, al evaluar con los mismos datos sobre el acoso y el ciberacoso=
, el
modelo de <span style=3D'letter-spacing:-.1pt'>clasificaci&oacute;n</span><=
span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>con</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>agrupamiento</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>alcanz&oacute;</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>una</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>exactitud</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>del</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>86.57%</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>al</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>estimar</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>cuando</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>se</span><span
style=3D'letter-spacing:-.5pt'> </span><span style=3D'letter-spacing:-.1pt'=
>presentan
estos</span><span style=3D'letter-spacing:-.75pt'> </span><span style=3D'le=
tter-spacing:
-.1pt'>problemas</span><span style=3D'letter-spacing:-.65pt'> </span><span
style=3D'letter-spacing:-.1pt'>sociales</span><span style=3D'letter-spacing=
:-.65pt'>
</span><span style=3D'letter-spacing:-.1pt'>a</span><span style=3D'letter-s=
pacing:
-.65pt'> </span><span style=3D'letter-spacing:-.1pt'>trav&eacute;s</span><s=
pan
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>de</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>la</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>encuesta</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>realizada.</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>No</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>obstante,</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>es</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>imprescindible</span><span
style=3D'letter-spacing:-.65pt'> </span><span style=3D'letter-spacing:-.1pt=
'>realizar
</span>tareas de preprocesamiento de datos para lograr un buen desempe&ntil=
de;o
de los modelos, debido a que pueden alterar los resultados del modelo que se
est&aacute; utilizando.</span></p>

<p class=3DMsoBodyText style=3D'margin-top:.5pt'><span lang=3DES style=3D'f=
ont-size:
12.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:0cm;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Como trabajos futuros, se plantea =
el uso
de otros modelos de aprendizaje autom&aacute;tico<span style=3D'letter-spac=
ing:
4.0pt'> </span>y<span style=3D'letter-spacing:1.85pt'> </span>aprendizaje<s=
pan
style=3D'letter-spacing:1.85pt'> </span>profundo<span style=3D'letter-spaci=
ng:1.85pt'>
</span>como<span style=3D'letter-spacing:1.85pt'> </span>las<span
style=3D'letter-spacing:1.85pt'> </span>redes<span style=3D'letter-spacing:=
1.85pt'>
</span>neuronales;<span style=3D'letter-spacing:1.85pt'> </span>as&iacute;<=
span
style=3D'letter-spacing:1.85pt'> </span>como<span style=3D'letter-spacing:1=
.85pt'> </span>otras<span
style=3D'letter-spacing:1.85pt'> </span>t&eacute;cnicas<span style=3D'lette=
r-spacing:
1.85pt'> </span>de<span style=3D'letter-spacing:1.85pt'> </span>evaluaci&oa=
cute;n
de modelos como la validaci&oacute;n cruzada que pueden ser de utilidad par=
a la
generaci&oacute;n de conocimiento sobre el acoso y el ciberacoso.</span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 style=3D'margin-top:11.65pt;margin-right:11.4pt;margin-bottom:0cm;margi=
n-left:
21.35pt;margin-bottom:.0001pt'><span lang=3DES style=3D'letter-spacing:-.1p=
t'>Reconocimientos</span></h1>

<p class=3DMsoBodyText style=3D'margin-top:.6pt;margin-right:5.6pt;margin-b=
ottom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
36.0pt;line-height:103%'><span lang=3DES>Los autores desean agradecer al
Vicerrectorado de Investigaciones de la Universidad del<span style=3D'lette=
r-spacing:
-.25pt'> </span>Azuay por el apoyo financiero y acad&eacute;mico, as&iacute;
como a todo el personal de la escuela de Ingenier&iacute;a de Ciencias de la
Computaci&oacute;n, y el Laboratorio de Investigaci&oacute;n y Desarrollo en
Inform&aacute;tica (LIDI).</span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:13.0pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<h1 style=3D'margin-top:11.65pt;margin-right:11.4pt;margin-bottom:0cm;margi=
n-left:
21.35pt;margin-bottom:.0001pt'><span lang=3DES style=3D'letter-spacing:-.1p=
t'>Referencias</span></h1>

<p class=3DMsoNormal style=3D'margin-top:.05pt;margin-right:5.65pt;margin-b=
ottom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%'>Arce-Ruelas, K. I., &Aacute;lvarez-<span class=3DS=
pellE>Xochihua</span>,
O., Pelegr&iacute;n, L., Cardoza-Avenda&ntilde;o, L., y Gonz&aacute;lez-Fra=
ga,
J. A. (2022). <span class=3DSpellE>Automatic</span> <span class=3DSpellE>Cy=
berbullying</span>
<span class=3DSpellE>Detection</span>: A <span class=3DSpellE>Mexican</span=
> Case
in High <span class=3DSpellE>School</span> and <span class=3DSpellE>Higher<=
/span> <span
class=3DSpellE>Education</span> <span class=3DSpellE>Students</span>. <i
style=3D'mso-bidi-font-style:normal'>IEEE <span class=3DSpellE>Latin</span>=
 <span
class=3DSpellE>America</span> <span class=3DSpellE>Transactions</span>, 20<=
/i>(5).<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:6.0pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span class=3DSpellE><span lang=3DES style=3D'font-size:1=
0.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>Banerjee</span></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>,
V., <span class=3DSpellE>Telavane</span>, J., <span class=3DSpellE>Gaikwad<=
/span>,
P., y <span class=3DSpellE>Vartak</span>, P. (2019). <span class=3DSpellE>D=
etection</span>
<span class=3DSpellE>of</span> <span class=3DSpellE>Cyberbullying</span> <s=
pan
class=3DSpellE>Using</span> Deep Neural Network. <i style=3D'mso-bidi-font-=
style:
normal'>International <span class=3DSpellE>Conference</span> <span class=3D=
SpellE>on</span>
<span class=3DSpellE>Advanced</span> Computing y <span class=3DSpellE>Commu=
nication</span>
<span class=3DSpellE>Systems</span> (ICACCS)</i>.<o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.5pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'margin-right:6.05pt;text-align:=
right'><span
class=3DSpellE><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size=
:11.0pt'>Bozyi&#287;it</span></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>,<span
style=3D'letter-spacing:-.65pt'> </span>A.,<span style=3D'letter-spacing:-.=
55pt'> </span><span
class=3DSpellE>Bilimleri</span>,<span style=3D'letter-spacing:-.55pt'> </sp=
an>B.,<span
style=3D'letter-spacing:-.55pt'> </span><span class=3DSpellE>Dokuz</span>,<=
span
style=3D'letter-spacing:-.55pt'> </span>B.,<span style=3D'letter-spacing:-.=
55pt'> </span>&#304;zmir,<span
style=3D'letter-spacing:-.55pt'> </span>E.<span style=3D'letter-spacing:-.5=
5pt'> </span>&Uuml;.,<span
style=3D'letter-spacing:-.55pt'> </span><span class=3DSpellE>Bilgisayar</sp=
an>,<span
style=3D'letter-spacing:-.55pt'> </span>S.<span style=3D'letter-spacing:-.5=
5pt'> </span>U.,<span
style=3D'letter-spacing:-.55pt'> </span><span class=3DSpellE>B&ouml;l&uuml;=
m&uuml;</span>,<span
style=3D'letter-spacing:-.55pt'> </span>M.,<span style=3D'letter-spacing:-.=
55pt'> </span><span
class=3DSpellE>Eyl&uuml;l</span>,<span style=3D'letter-spacing:-.55pt'> </s=
pan>D.,<span
style=3D'letter-spacing:-.55pt'> </span>&#304;zmir,<span style=3D'letter-sp=
acing:
-.55pt'> </span>&Uuml;.,<span style=3D'letter-spacing:-.5pt'> </span><span
class=3DSpellE><span style=3D'letter-spacing:-.1pt'>Bilgisayar</span></span=
><span
style=3D'letter-spacing:-.1pt'>,</span><o:p></o:p></span></p>

<p class=3DMsoNormal align=3Dright style=3D'margin-top:.5pt;margin-right:5.=
45pt;
margin-bottom:0cm;margin-left:0cm;margin-bottom:.0001pt;text-align:right'><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>E.<span
style=3D'letter-spacing:1.5pt'> </span>N.,<span style=3D'letter-spacing:1.5=
5pt'> </span>y<span
style=3D'letter-spacing:1.55pt'> </span><span class=3DSpellE>B&ouml;l&uuml;=
m&uuml;</span>,<span
style=3D'letter-spacing:1.55pt'> </span>B.<span style=3D'letter-spacing:1.5=
pt'> </span>(2019).<span
style=3D'letter-spacing:1.55pt'> </span><span class=3DSpellE>Cyberbullying<=
/span><span
style=3D'letter-spacing:1.55pt'> </span><span class=3DSpellE>Detection</spa=
n><span
style=3D'letter-spacing:1.55pt'> </span>by<span style=3D'letter-spacing:1.5=
pt'> </span><span
class=3DSpellE>Using</span><span style=3D'letter-spacing:1.55pt'> </span>Ar=
tificial<span
style=3D'letter-spacing:1.55pt'> </span>Neural<span style=3D'letter-spacing=
:1.55pt'>
</span>Network<span style=3D'letter-spacing:1.55pt'> </span><span class=3DS=
pellE><span
style=3D'letter-spacing:-.1pt'>Models</span></span><span style=3D'letter-sp=
acing:
-.1pt'>.</span><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.5pt;margin-right:0cm;margin-botto=
m:0cm;
margin-left:52.0pt;margin-bottom:.0001pt'><i style=3D'mso-bidi-font-style:n=
ormal'><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>Internationa=
l<span
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>Conference</sp=
an><span
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>on</span><span
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>Computer</span=
><span
style=3D'letter-spacing:-.2pt'> </span><span class=3DSpellE>Science</span><=
span
style=3D'letter-spacing:-.15pt'> </span>and<span style=3D'letter-spacing:-.=
15pt'> </span><span
class=3DSpellE>Engineering</span><span style=3D'letter-spacing:-.1pt'> (UBM=
K)</span></span></i><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;letter-spacin=
g:-.1pt'>.</span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p><=
/span></p>

</div>

<span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;font-fa=
mily:
"Times New Roman",serif;mso-fareast-font-family:"Times New Roman";mso-ansi-=
language:
ES;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'><br clear=3Dall
style=3D'page-break-before:always;mso-break-type:section-break'>
</span>

<div class=3DWordSection18>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:12.5pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:4.55pt;margin-right:0cm;margin-bot=
tom:
0cm;margin-left:16.0pt;margin-bottom:.0001pt'><span class=3DSpellE><span la=
ng=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>Bracco</span></span><s=
pan
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>,<span
style=3D'letter-spacing:-.15pt'> </span>A.<span style=3D'letter-spacing:-.1=
5pt'> </span>(2018).<span
style=3D'letter-spacing:-.1pt'> </span><i style=3D'mso-bidi-font-style:norm=
al'>Normalizaci&oacute;n<span
style=3D'letter-spacing:-.15pt'> </span>de<span style=3D'letter-spacing:-.1=
pt'> </span>Texto<span
style=3D'letter-spacing:-.15pt'> </span>en<span style=3D'letter-spacing:-.1=
pt'> </span>Espa&ntilde;ol<span
style=3D'letter-spacing:-.15pt'> </span>de<span style=3D'letter-spacing:-.3=
pt'> </span>Argentina<span
style=3D'letter-spacing:-.2pt'> </span></i>(pp.<span style=3D'letter-spacin=
g:-.1pt'>
1&#8211;68).</span><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.75pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%;letter-spacing:-.1pt'>Castilla,</span><span lang=3D=
ES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.35pt'> </span><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-siz=
e:11.0pt;
line-height:103%;letter-spacing:-.1pt'>O.</span><span lang=3DES style=3D'fo=
nt-size:
10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> <=
/span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>M.</span><span lang=3DES style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>N.</span><span lang=3DES style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>(2021).</span><span lang=3DES style=3D'font-size:10.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>Ciberbullying:</span><span lang=3DES style=3D'font-si=
ze:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>El</span><span lang=3DES style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>acoso</span><span lang=3DES style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>escolar</span><span lang=3DES style=3D'font-size:10.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>en</span><span lang=3DES style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>el</span><span lang=3DES style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>ciberespacio</span><span lang=3DES style=3D'font-size=
:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>e</span><span lang=3DES style=3D'font-size:10.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>implicancias</span><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>psicol&oacute;gicas.</span><span lang=3DES style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.35pt'> </span><=
span
class=3DSpellE><i style=3D'mso-bidi-font-style:normal'><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>Hamut&#8217;ay</span></i></span><i style=3D'mso-bidi-font-style:norm=
al'><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>, </span></i><i style=3D'mso-bidi-font-style:normal'>=
<span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>8</span></i><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>(1),
67&#8211;74.<o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.5pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.9pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:103%'>Castro<span style=3D'letter-spacing:-.35pt'> </spa=
n>R,<span
style=3D'letter-spacing:-.35pt'> </span>L.<span style=3D'letter-spacing:-.3=
5pt'> </span>F.,<span
style=3D'letter-spacing:-.35pt'> </span>Espitia<span style=3D'letter-spacin=
g:-.35pt'>
</span>P,<span style=3D'letter-spacing:-.35pt'> </span>E.,<span style=3D'le=
tter-spacing:
-.35pt'> </span>y<span style=3D'letter-spacing:-.35pt'> </span>Montilla,<sp=
an
style=3D'letter-spacing:-.35pt'> </span>A.<span style=3D'letter-spacing:-.3=
5pt'> </span>F.<span
style=3D'letter-spacing:-.35pt'> </span>(2018).<span style=3D'letter-spacin=
g:-.35pt'>
</span><span class=3DSpellE>Applying</span><span style=3D'letter-spacing:-.=
35pt'> </span>CRISP-DM<span
style=3D'letter-spacing:-.35pt'> </span>in<span style=3D'letter-spacing:-.3=
5pt'> </span>a<span
style=3D'letter-spacing:-.35pt'> </span>KDD<span style=3D'letter-spacing:-.=
35pt'> </span><span
class=3DSpellE>process</span><span style=3D'letter-spacing:-.35pt'> </span>=
<span
class=3DSpellE>for</span><span style=3D'letter-spacing:-.35pt'> </span><span
class=3DSpellE>the</span><span style=3D'letter-spacing:-.35pt'> </span><span
class=3DSpellE>analysis</span><span style=3D'letter-spacing:-.35pt'> </span=
><span
class=3DSpellE>of</span> <span class=3DSpellE><span style=3D'letter-spacing=
:-.1pt'>student</span></span><span
style=3D'letter-spacing:-.25pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>attrition</span></span><span style=3D'letter=
-spacing:
-.1pt'>.</span><span style=3D'letter-spacing:-.25pt'> </span><span class=3D=
SpellE><i
style=3D'mso-bidi-font-style:normal'><span style=3D'letter-spacing:-.1pt'>A=
dvances</span></i></span><i
style=3D'mso-bidi-font-style:normal'><span style=3D'letter-spacing:-.25pt'>=
 </span><span
style=3D'letter-spacing:-.1pt'>in</span><span style=3D'letter-spacing:-.25p=
t'> </span><span
style=3D'letter-spacing:-.1pt'>Computing:</span><span style=3D'letter-spaci=
ng:-.25pt'>
</span><span style=3D'letter-spacing:-.1pt'>13th</span><span style=3D'lette=
r-spacing:
-.25pt'> </span><span class=3DSpellE><span style=3D'letter-spacing:-.1pt'>C=
olombian</span></span><span
style=3D'letter-spacing:-.25pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>Conference</span></span><span style=3D'lette=
r-spacing:
-.1pt'>,</span><span style=3D'letter-spacing:-.25pt'> </span><span
style=3D'letter-spacing:-.1pt'>CCC</span><span style=3D'letter-spacing:-.25=
pt'> </span><span
style=3D'letter-spacing:-.1pt'>2018,</span><span style=3D'letter-spacing:-.=
25pt'> </span><span
style=3D'letter-spacing:-.1pt'>Cartagena,</span><span style=3D'letter-spaci=
ng:-.25pt'>
</span><span style=3D'letter-spacing:-.1pt'>Colombia, </span><span class=3D=
SpellE>September</span>
26&#8211;28, 2018, <span class=3DSpellE>Proceedings</span> 13</i>, 386&#821=
1;401.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.8pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:103%'>Cornel, J. A., Pablo, C. C., Marzan, J. A., Mercad=
o,
J. V., Fabito, B., <span class=3DSpellE>Rodriguez</span>, R., Octaviano, M.=
, <span
class=3DSpellE>Oco</span>, N., y<span style=3D'letter-spacing:2.0pt'> </spa=
n>la
Cruz, A. De. (2019). <span class=3DSpellE>Cyberbullying</span> <span
class=3DSpellE>Detection</span> <span class=3DSpellE>for</span> Online <span
class=3DSpellE>Games</span> Chat Logs <span class=3DSpellE>using</span> Deep
Learning. <i style=3D'mso-bidi-font-style:normal'>International<span
style=3D'letter-spacing:-.5pt'> </span><span class=3DSpellE>Conference</spa=
n><span
style=3D'letter-spacing:-.5pt'> </span><span class=3DSpellE>on</span><span
style=3D'letter-spacing:-.5pt'> </span><span class=3DSpellE>Humanoid</span>=
,<span
style=3D'letter-spacing:-.5pt'> </span><span class=3DSpellE>Nanotechnology<=
/span>,<span
style=3D'letter-spacing:-.5pt'> </span><span class=3DSpellE>Information</sp=
an><span
style=3D'letter-spacing:-.5pt'> </span><span class=3DSpellE>Technology</spa=
n>,<span
style=3D'letter-spacing:-.5pt'> </span><span class=3DSpellE>Communication</=
span><span
style=3D'letter-spacing:-.5pt'> </span>and Control, <span class=3DSpellE>En=
vironment</span>
and Management (HNICEM)</i>.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.1pt'><span lang=3DES style=3D'f=
ont-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-left:16.0pt'><span class=3DSpellE><spa=
n lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>Dalvi</span></span><sp=
an
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>,<span
style=3D'letter-spacing:.7pt'> </span>R.<span style=3D'letter-spacing:.8pt'=
> </span>R.,<span
style=3D'letter-spacing:.8pt'> </span>Chavan,<span style=3D'letter-spacing:=
.8pt'> </span>S.<span
style=3D'letter-spacing:.8pt'> </span>B.,<span style=3D'letter-spacing:.8pt=
'> </span>y<span
style=3D'letter-spacing:.8pt'> </span><span class=3DSpellE>Halbe</span>,<sp=
an
style=3D'letter-spacing:.85pt'> </span>A.<span style=3D'letter-spacing:.8pt=
'> </span>(2020).<span
style=3D'letter-spacing:.8pt'> </span><span class=3DSpellE>Detecting</span>=
<span
style=3D'letter-spacing:.8pt'> </span>a<span style=3D'letter-spacing:.8pt'>=
 </span>Twitter<span
style=3D'letter-spacing:.8pt'> </span><span class=3DSpellE>Cyberbullying</s=
pan><span
style=3D'letter-spacing:.8pt'> </span><span class=3DSpellE>using</span><span
style=3D'letter-spacing:.8pt'> </span>Machine<span style=3D'letter-spacing:=
.85pt'> </span><span
style=3D'letter-spacing:-.1pt'>Learning.</span><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.5pt;margin-right:0cm;margin-botto=
m:0cm;
margin-left:52.0pt;margin-bottom:.0001pt'><i style=3D'mso-bidi-font-style:n=
ormal'><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>Internationa=
l<span
style=3D'letter-spacing:-.3pt'> </span><span class=3DSpellE>Conference</spa=
n><span
style=3D'letter-spacing:-.2pt'> </span><span class=3DSpellE>on</span><span
style=3D'letter-spacing:-.2pt'> </span><span class=3DSpellE>Intelligent</sp=
an><span
style=3D'letter-spacing:-.2pt'> </span>Computing<span style=3D'letter-spaci=
ng:-.2pt'>
</span>and<span style=3D'letter-spacing:-.2pt'> </span>Control<span
style=3D'letter-spacing:-.2pt'> </span><span class=3DSpellE>Systems</span><=
span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>(ICICCS)</span></span></i><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;letter-spacin=
g:-.1pt'>.</span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p><=
/span></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><span lang=3DES style=3D'f=
ont-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.05pt;margin-right:5.85pt;margin-b=
ottom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%'>Fletcher, S., y Islam, Md. Z. (2020). <span
class=3DSpellE>Decision</span> <span class=3DSpellE>Tree</span> <span class=
=3DSpellE>Classification</span>
<span class=3DSpellE>with</span> <span class=3DSpellE>Differential</span> <=
span
class=3DSpellE>Privacy</span>. <i style=3D'mso-bidi-font-style:normal'>ACM
Computing <span class=3DSpellE>Surveys</span>, 52</i>(4), 1&#8211;33. </spa=
n><span
lang=3DES><a href=3D"https://doi.org/10.1145/3337064"><span style=3D'font-s=
ize:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;color:windowtext;text-decoration:
none;text-underline:none'>https://doi.org/10.1145/3337064</span></a></span>=
<span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.55pt'><span lang=3DES style=3D'=
font-size:
10.0pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.6pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:103%'>Gupta,<span style=3D'letter-spacing:-.6pt'> </span=
>M.<span
style=3D'letter-spacing:-.6pt'> </span>K.,<span style=3D'letter-spacing:-.6=
pt'> </span>y<span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE>Chandra</span>,=
<span
style=3D'letter-spacing:-.6pt'> </span>P.<span style=3D'letter-spacing:-.6p=
t'> </span>(2020).<span
style=3D'letter-spacing:-.6pt'> </span>A<span style=3D'letter-spacing:-.6pt=
'> </span>comprehensive<span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE>survey</span><s=
pan
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE>of</span><span
style=3D'letter-spacing:-.6pt'> </span>data<span style=3D'letter-spacing:-.=
6pt'> </span><span
class=3DSpellE>mining</span>.<span style=3D'letter-spacing:-.6pt'> </span><i
style=3D'mso-bidi-font-style:normal'>International<span style=3D'letter-spa=
cing:
-.6pt'> </span><span class=3DSpellE>Journal</span><span style=3D'letter-spa=
cing:
-.6pt'> </span><span class=3DSpellE>of</span><span style=3D'letter-spacing:=
-.6pt'> </span><span
class=3DSpellE>Information</span> <span class=3DSpellE>Technology</span>, 1=
2</i>(4),
1243&#8211;1257. </span><span lang=3DES><a
href=3D"https://doi.org/10.1007/s41870-020-00427-7"><span style=3D'font-siz=
e:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;color:windowtext;text-decoration:
none;text-underline:none'>https://doi.org/10.1007/s41870-020-00427-7</span>=
</a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.5pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-left:16.0pt'><span lang=3DES style=3D'=
font-size:
10.0pt;mso-bidi-font-size:11.0pt'>Han,<span style=3D'letter-spacing:-.1pt'>=
 </span>J.,<span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>Pei</span>,<sp=
an
style=3D'letter-spacing:-.05pt'> </span>J.,<span style=3D'letter-spacing:-.=
05pt'> </span>y<span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>Tong</span>,<s=
pan
style=3D'letter-spacing:-.05pt'> </span>H.<span style=3D'letter-spacing:-.1=
pt'> </span>(2022).<span
style=3D'letter-spacing:-.05pt'> </span><i style=3D'mso-bidi-font-style:nor=
mal'>Data<span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>mining</span>:=
<span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>concepts</span=
><span
style=3D'letter-spacing:-.1pt'> </span>and<span style=3D'letter-spacing:-.0=
5pt'> </span><span
class=3DSpellE>techniques</span></i>.<span style=3D'letter-spacing:-.05pt'>=
 </span>Morgan<span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE><span
style=3D'letter-spacing:-.1pt'>kaufmann</span></span><span style=3D'letter-=
spacing:
-.1pt'>.</span><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.45pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:6.25pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%'>Herrera, C. R. M., R&iacute;os, S. P., y Noboa, I.=
 R.
(2018). Indicadores de violencia relacionados con el ciberbullying en
adolescentes del Ecuador. <i style=3D'mso-bidi-font-style:normal'>Pensando
Psicolog&iacute;a, 14</i>(24).<o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.5pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-left:16.0pt'><span lang=3DES style=3D'=
font-size:
10.0pt;mso-bidi-font-size:11.0pt'>Jorgensen,<span style=3D'letter-spacing:.=
35pt'>
</span>S.<span style=3D'letter-spacing:.4pt'> </span>L.,<span style=3D'lett=
er-spacing:
.4pt'> </span>y<span style=3D'letter-spacing:.4pt'> </span>Siegel,<span
style=3D'letter-spacing:.4pt'> </span>P.<span style=3D'letter-spacing:.4pt'=
> </span>B.<span
style=3D'letter-spacing:.4pt'> </span>(2019).<span style=3D'letter-spacing:=
.4pt'> </span><i
style=3D'mso-bidi-font-style:normal'>Social<span style=3D'letter-spacing:.4=
pt'> </span><span
class=3DSpellE>Protection</span><span style=3D'letter-spacing:.4pt'> </span=
>in<span
style=3D'letter-spacing:.4pt'> </span><span class=3DSpellE>an</span><span
style=3D'letter-spacing:.4pt'> </span>Era<span style=3D'letter-spacing:.4pt=
'> </span><span
class=3DSpellE>of</span><span style=3D'letter-spacing:.4pt'> </span><span
class=3DSpellE>Increasing</span><span style=3D'letter-spacing:.4pt'> </span=
><span
class=3DSpellE>Uncertainty</span><span style=3D'letter-spacing:.4pt'> </spa=
n>and<span
style=3D'letter-spacing:.4pt'> </span><span class=3DSpellE><span style=3D'l=
etter-spacing:
-.1pt'>Disruption</span></span></i><span style=3D'letter-spacing:-.1pt'>.</=
span><o:p></o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.5pt;margin-right:0cm;margin-botto=
m:0cm;
margin-left:52.0pt;margin-bottom:.0001pt'><span class=3DSpellE><span lang=
=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>World</span></span><sp=
an
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'> Bank, Washi=
ngton,
DC.<span style=3D'letter-spacing:-.05pt'> </span></span><span lang=3DES><a
href=3D"https://doi.org/10.1596/31812"><span style=3D'font-size:10.0pt;mso-=
bidi-font-size:
11.0pt;color:windowtext;letter-spacing:-.1pt;text-decoration:none;text-unde=
rline:
none'>https://doi.org/10.1596/31812</span></a></span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><span lang=3DES style=3D'f=
ont-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.05pt;margin-right:5.7pt;margin-bo=
ttom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span class=3DSpellE><span lang=3DES style=3D'fon=
t-size:
10.0pt;mso-bidi-font-size:11.0pt;line-height:103%'>Kathuria</span></span><s=
pan
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>,
A., Gupta, A., y Singla, R. K. (2021). <i style=3D'mso-bidi-font-style:norm=
al'>A<span
style=3D'letter-spacing:-.1pt'> </span><span class=3DSpellE>Review</span> <=
span
class=3DSpellE>of</span> Tools and <span class=3DSpellE>Techniques</span> <=
span
class=3DSpellE>for</span> <span class=3DSpellE>Preprocessing</span> <span
class=3DSpellE>of</span> Textual Data </i>(pp. 407&#8211;422). </span><span
lang=3DES><a href=3D"https://doi.org/10.1007/978-981-15-6876-3_31"><span
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:=
windowtext;
text-decoration:none;text-underline:none'>https://doi.org/10.1007/978-981-1=
5-6876-3_31</span></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.5pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.6pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:103%'>Li,<span style=3D'letter-spacing:-.6pt'> </span>C.=
,<span
style=3D'letter-spacing:-.65pt'> </span>Wang,<span style=3D'letter-spacing:=
-.6pt'> </span>P.,<span
style=3D'letter-spacing:-.6pt'> </span>Martin-Moratinos,<span style=3D'lett=
er-spacing:
-.65pt'> </span>M.,<span style=3D'letter-spacing:-.6pt'> </span>Bella-Fern&=
aacute;ndez,<span
style=3D'letter-spacing:-.6pt'> </span>M.,<span style=3D'letter-spacing:-.6=
5pt'> </span>y<span
style=3D'letter-spacing:-.6pt'> </span>Blasco-Fontecilla,<span style=3D'let=
ter-spacing:
-.6pt'> </span>H.<span style=3D'letter-spacing:-.65pt'> </span>(2022).<span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE>Traditional</sp=
an><span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE>bullying</span>=
 and<span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE>cyberbullying<=
/span><span
style=3D'letter-spacing:-.6pt'> </span>in<span style=3D'letter-spacing:-.65=
pt'> </span><span
class=3DSpellE>the</span><span style=3D'letter-spacing:-.6pt'> </span>digit=
al<span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE>age</span><span
style=3D'letter-spacing:-.6pt'> </span>and<span style=3D'letter-spacing:-.6=
5pt'> </span><span
class=3DSpellE>its</span><span style=3D'letter-spacing:-.6pt'> </span><span
class=3DSpellE>associated</span><span style=3D'letter-spacing:-.65pt'> </sp=
an>mental<span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE>health</span><s=
pan
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE>problems</span=
><span
style=3D'letter-spacing:-.6pt'> </span>in<span style=3D'letter-spacing:-.65=
pt'> </span><span
class=3DSpellE>children</span><span style=3D'letter-spacing:-.6pt'> </span>=
and<span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE>adolescents</s=
pan>: a
meta-<span class=3DSpellE>analysis</span>. <span class=3DSpellE><i
style=3D'mso-bidi-font-style:normal'>European</i></span><i style=3D'mso-bid=
i-font-style:
normal'> Child y <span class=3DSpellE>Adolescent</span> <span class=3DSpell=
E>Psychiatry</span></i>,
1&#8211;15.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.9pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span class=3DSpellE><span lang=3DES style=3D'font-size:1=
0.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>Mahat</span></span><span lang=
=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%'>,<span
style=3D'letter-spacing:-.05pt'> </span>M.<span style=3D'letter-spacing:-.0=
5pt'> </span>(2021).<span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>Detecting</spa=
n><span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>Cyberbullying<=
/span><span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>across</span><=
span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>Multiple</span=
><span
style=3D'letter-spacing:-.05pt'> </span>Social<span style=3D'letter-spacing=
:-.05pt'>
</span>Media<span style=3D'letter-spacing:-.05pt'> </span><span class=3DSpe=
llE>Platforms</span><span
style=3D'letter-spacing:-.05pt'> </span><span class=3DSpellE>Using</span><s=
pan
style=3D'letter-spacing:-.05pt'> </span>Deep<span style=3D'letter-spacing:-=
.05pt'> </span>Learning.<span
style=3D'letter-spacing:-.05pt'> </span>2021 <i style=3D'mso-bidi-font-styl=
e:normal'>International<span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE>Conference</sp=
an><span
style=3D'letter-spacing:-.6pt'> </span><span class=3DSpellE>on</span><span
style=3D'letter-spacing:-.65pt'> </span><span class=3DSpellE>Advance</span>=
<span
style=3D'letter-spacing:-.6pt'> </span>Computing<span style=3D'letter-spaci=
ng:-.65pt'>
</span>and<span style=3D'letter-spacing:-.6pt'> </span>Innovative<span
style=3D'letter-spacing:-.65pt'> </span>Technologies<span style=3D'letter-s=
pacing:
-.6pt'> </span>in<span style=3D'letter-spacing:-.65pt'> </span><span
class=3DSpellE>Engineering</span>,<span style=3D'letter-spacing:-.6pt'> </s=
pan>ICACITE
2021</i>, 299&#8211;301. </span><span lang=3DES><a
href=3D"https://doi.org/10.1109/ICACITE51222.2021.9404736"><span
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:=
windowtext;
text-decoration:none;text-underline:none'>https://doi.org/10.1109/ICACITE51=
222.2021.9404736</span></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.85pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%'>Martin-Criado, J. M., Casas, J. A., Ortega-Ruiz, R=
., y
Rey, R. Del. (2021). Parental <span class=3DSpellE>supervision</span> and <=
span
class=3DSpellE>victims</span> <span class=3DSpellE>of</span> <span class=3D=
SpellE>cyberbullying</span>:
<span class=3DSpellE>Influence</span> <span class=3DSpellE>of</span> <span
class=3DSpellE>the</span> use <span class=3DSpellE>of</span> social <span
class=3DSpellE>networks</span> and online <span class=3DSpellE>extimacy</sp=
an>. <i
style=3D'mso-bidi-font-style:normal'>Revista de <span class=3DSpellE>Psicod=
idactica</span>,
26</i>(2), 161&#8211;168. </span><span lang=3DES><a
href=3D"https://doi.org/10.1016/j.psicod.2020.12.005"><span style=3D'font-s=
ize:
10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:windowtext;text-dec=
oration:
none;text-underline:none'>https://doi.org/10.1016/j.psicod.2020.12.005</spa=
n></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.85pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span class=3DSpellE><span lang=3DES style=3D'fon=
t-size:
10.0pt;mso-bidi-font-size:11.0pt;line-height:103%'>Mollo</span></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>,<span
style=3D'letter-spacing:-.1pt'> </span>J.<span style=3D'letter-spacing:-.1p=
t'> </span>P.,<span
style=3D'letter-spacing:-.1pt'> </span><span class=3DSpellE>Larrain</span>,=
<span
style=3D'letter-spacing:-.1pt'> </span>E.,<span style=3D'letter-spacing:-.1=
pt'> </span>y<span
style=3D'letter-spacing:-.1pt'> </span><span class=3DSpellE>Landazabal</spa=
n>,<span
style=3D'letter-spacing:-.1pt'> </span>M.<span style=3D'letter-spacing:-.1p=
t'> </span>G.<span
style=3D'letter-spacing:-.1pt'> </span>(2018).<span style=3D'letter-spacing=
:-.1pt'>
</span>Prevalencia<span style=3D'letter-spacing:-.1pt'> </span>de<span
style=3D'letter-spacing:-.1pt'> </span><span class=3DSpellE>bullying</span>=
<span
style=3D'letter-spacing:-.1pt'> </span>y<span style=3D'letter-spacing:-.1pt=
'> </span><span
class=3DSpellE>cyberbullying</span><span style=3D'letter-spacing:-.1pt'> </=
span>en<span
style=3D'letter-spacing:-.1pt'> </span>Latinoam&eacute;rica: una revisi&oac=
ute;n.
<i style=3D'mso-bidi-font-style:normal'>Revista Iberoamericana de
Psicolog&iacute;a: Ciencia y Tecnolog&iacute;a, 11</i>(3), 1&#8211;18.<o:p>=
</o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.5pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.9pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span class=3DSpellE><span lang=3DES style=3D'font-size:1=
0.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>Namane</span></span><span lang=
=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%'>,<span
style=3D'letter-spacing:-.15pt'> </span>K.<span style=3D'letter-spacing:-.1=
5pt'> </span>C.,<span
style=3D'letter-spacing:-.2pt'> </span>y<span style=3D'letter-spacing:-.15p=
t'> </span><span
class=3DSpellE>Kyobe</span>,<span style=3D'letter-spacing:-.15pt'> </span>M=
.<span
style=3D'letter-spacing:-.2pt'> </span>(2017).<span style=3D'letter-spacing=
:-.15pt'>
</span><span class=3DSpellE>Examining</span><span style=3D'letter-spacing:-=
.15pt'> </span><span
class=3DSpellE>the</span><span style=3D'letter-spacing:-.2pt'> </span><span
class=3DSpellE>evolution</span><span style=3D'letter-spacing:-.15pt'> </spa=
n><span
class=3DSpellE>of</span><span style=3D'letter-spacing:-.15pt'> </span>Mobil=
e<span
style=3D'letter-spacing:-.2pt'> </span><span class=3DSpellE>Bully</span><sp=
an
style=3D'letter-spacing:-.15pt'> </span>-<span style=3D'letter-spacing:-.15=
pt'> </span><span
class=3DSpellE>Victims</span><span style=3D'letter-spacing:-.2pt'> </span><=
span
class=3DSpellE>across</span><span style=3D'letter-spacing:-.15pt'> </span><=
span
class=3DSpellE>different</span><span style=3D'letter-spacing:-.15pt'> </spa=
n><span
class=3DSpellE>schools</span> <span class=3DSpellE>located</span> in <span
class=3DSpellE>low</span> <span class=3DSpellE>to</span> <span class=3DSpel=
lE>high</span>
safety <span class=3DSpellE>risk</span> <span class=3DSpellE>areas</span> i=
n Cape
Town, South <span class=3DSpellE>Africa</span>. <i style=3D'mso-bidi-font-s=
tyle:
normal'>2017 <span class=3DSpellE>Conference</span> <span class=3DSpellE>on=
</span> <span
class=3DSpellE>information</span> <span class=3DSpellE>Communication</span>=
 <span
class=3DSpellE>Technology</span> and <span class=3DSpellE>Society</span></i=
>.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.55pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%'>Nielsen, M. B., y <span class=3DSpellE>Einarsen</s=
pan>,
S. V. (2018). <span class=3DSpellE>What</span> <span class=3DSpellE>we</spa=
n> <span
class=3DSpellE>know</span>, <span class=3DSpellE>what</span> <span class=3D=
SpellE>we</span>
do <span class=3DSpellE>not</span> <span class=3DSpellE>know</span>, and <s=
pan
class=3DSpellE>what</span> <span class=3DSpellE>we</span> <span class=3DSpe=
llE>should</span>
and <span class=3DSpellE>could</span> <span class=3DSpellE>have</span> <span
class=3DSpellE>known</span> <span class=3DSpellE>about</span> <span class=
=3DSpellE>workplace</span>
<span class=3DSpellE>bullying</span>: <span class=3DSpellE>An</span> <span
class=3DSpellE>overview</span> <span class=3DSpellE>of</span> <span class=
=3DSpellE>the</span>
<span class=3DSpellE>literature</span> and agenda <span class=3DSpellE>for<=
/span>
future <span class=3DSpellE>research</span>. <span class=3DSpellE><i
style=3D'mso-bidi-font-style:normal'>Aggression</i></span><i style=3D'mso-b=
idi-font-style:
normal'> and <span class=3DSpellE>Violent</span> <span class=3DSpellE>Behav=
ior</span>,
42</i>, 71&#8211;83. </span><span lang=3DES><a
href=3D"https://doi.org/10.1016/j.avb.2018.06.007"><span style=3D'font-size=
:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;color:windowtext;text-decoration:
none;text-underline:none'>https://doi.org/10.1016/j.avb.2018.06.007</span><=
/a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.95pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%;letter-spacing:-.1pt'>Rahman,</span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.4pt'> </span><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>S.,</span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.4pt'> </span><span class=3DSpellE><span lang=3DES style=3D'font-size:10.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>Talukder</=
span></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>,</span><span lang=3DES style=3D'font-size:10.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.4pt'> </span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>K.</span><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-siz=
e:11.0pt;
line-height:103%;letter-spacing:-.4pt'> </span><span lang=3DES style=3D'fon=
t-size:
10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>H.,=
</span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.4pt'> </span><span lang=3DES style=3D'font-size:10.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.1pt'>y</span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.4pt'> </span><span class=3DSpellE><span lang=3DES style=3D'font-size:10.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>Mithila</s=
pan></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>,</span><span lang=3DES style=3D'font-size:10.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.4pt'> </span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>S.</span><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-siz=
e:11.0pt;
line-height:103%;letter-spacing:-.4pt'> </span><span lang=3DES style=3D'fon=
t-size:
10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>K.<=
/span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.4pt'> </span><span lang=3DES style=3D'font-size:10.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.1pt'>(2021).</span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.4pt'> </span><span class=3DSpellE><span lang=3DES style=3D'font-size:10.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>An</span><=
/span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.4pt'> </span><span class=3DSpellE><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>Empirical</span></span><span lang=3DES style=3D'font-size:10.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.4pt'> </span><span class=3DSpellE>=
<span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>Study</span></span><span lang=3DES style=3D'font-size=
:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.4pt'> </span><s=
pan
class=3DSpellE><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>to</span></span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.4pt'> </span><span class=3DSpellE><span lang=3DES style=3D'font-size:10.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>Detect</sp=
an></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.4pt'> </span><span class=3DSpellE><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>Cyberbullying</span></span><span lang=3DES style=3D'font-size:10.0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.4pt'> </span><s=
pan
class=3DSpellE><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>with</span></span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.4pt'> </span><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>TF-IDF</span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.4pt'> </span><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>and Machine</span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.2pt'> </span><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size=
:11.0pt;
line-height:103%;letter-spacing:-.1pt'>Learning</span><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.2pt'> </span><span class=3DSpellE><span lang=3DES style=3D'font-size:10.0=
pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>Algorithms=
</span></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>.</span><span lang=3DES style=3D'font-size:10.0pt;mso=
-bidi-font-size:
11.0pt;line-height:103%;letter-spacing:-.2pt'> </span><span class=3DSpellE>=
<i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>Proceeding=
s</span></i></span><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'> </span></=
i><span
class=3DSpellE><i style=3D'mso-bidi-font-style:normal'><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>of</span></i></span><i style=3D'mso-bidi-font-style:normal'><span la=
ng=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.2pt'> </span></i><i style=3D'mso-bidi-font-style:normal'><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>International</span></i><i style=3D'mso-bidi-font-style:normal'><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.2pt'> </span></i><span class=3DSpellE><i style=3D'mso-bidi=
-font-style:
normal'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.1pt'>Conference</span></i></span><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.2pt'> </span></=
i><span
class=3DSpellE><i style=3D'mso-bidi-font-style:normal'><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.1pt'>on</span></i></span><i style=3D'mso-bidi-font-style:normal'><span la=
ng=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;letter=
-spacing:
-.2pt'> </span></i><span class=3DSpellE><i style=3D'mso-bidi-font-style:nor=
mal'><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%;
letter-spacing:-.1pt'>Electronics</span></i></span><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.1pt'>,</span></i><i style=3D'mso-bidi-fon=
t-style:
normal'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;
line-height:103%;letter-spacing:-.2pt'> </span></i><span class=3DSpellE><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'>Communicat=
ions</span></i></span><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt;line-height:103%;letter-spacing:-.1pt'> </span></=
i><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>and <span class=3DSpellE>Inform=
ation</span>
<span class=3DSpellE>Technology</span>, ICECIT 2021</span></i><span lang=3D=
ES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%'>. </s=
pan><span
lang=3DES><a href=3D"https://doi.org/10.1109/ICECIT54077.2021.9641251"><span
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:=
windowtext;
text-decoration:none;text-underline:none'>https://doi.org/10.1109/ICECIT540=
77.2021.9641251</span></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><o:p></o:p></span></p>

</div>

<span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-he=
ight:
103%;font-family:"Times New Roman",serif;mso-fareast-font-family:"Times New=
 Roman";
mso-ansi-language:ES;mso-fareast-language:EN-US;mso-bidi-language:AR-SA'><br
clear=3Dall style=3D'page-break-before:always;mso-break-type:section-break'>
</span>

<div class=3DWordSection19>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:12.5pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:4.55pt;margin-right:5.6pt;margin-b=
ottom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span class=3DSpellE><span lang=3DES style=3D'fon=
t-size:
10.0pt;mso-bidi-font-size:11.0pt;line-height:103%'>Ramirez</span></span><sp=
an
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>,
A. J. B., y <span class=3DSpellE>Ccallohuari</span>, H. A. M. (2020). <i
style=3D'mso-bidi-font-style:normal'>Modelo de aprendizaje supervisado para
pron&oacute;stico de la deserci&oacute;n<span style=3D'letter-spacing:-.05p=
t'> </span>de
estudiantes de la<span style=3D'letter-spacing:-.05pt'> </span>Facultad de
Ingenier&iacute;a y<span style=3D'letter-spacing:-.2pt'> </span>Arquitectur=
a<span
style=3D'letter-spacing:-.05pt'> </span>de la Universidad Peruana <span
style=3D'letter-spacing:-.1pt'>Uni&oacute;n</span><o:p></o:p></i></span></p>

<p class=3DMsoNormal style=3D'margin-top:.1pt;margin-right:0cm;margin-botto=
m:0cm;
margin-left:52.0pt;margin-bottom:.0001pt'><i style=3D'mso-bidi-font-style:n=
ormal'><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>- <span
style=3D'letter-spacing:-.1pt'>Lima</span></span></i><span lang=3DES
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;letter-spacing:-.1pt'>.=
</span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'><o:p></o:p><=
/span></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><span lang=3DES style=3D'f=
ont-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:.05pt;margin-right:0cm;margin-bott=
om:0cm;
margin-left:16.0pt;margin-bottom:.0001pt'><span lang=3DES style=3D'font-siz=
e:10.0pt;
mso-bidi-font-size:11.0pt'>Roux, M.<span style=3D'letter-spacing:.05pt'> </=
span>(2018).<span
style=3D'letter-spacing:.05pt'> </span>A<span style=3D'letter-spacing:.05pt=
'> </span>comparative<span
style=3D'letter-spacing:.05pt'> </span><span class=3DSpellE>study</span><sp=
an
style=3D'letter-spacing:.05pt'> </span><span class=3DSpellE>of</span><span
style=3D'letter-spacing:.05pt'> </span>divisive<span style=3D'letter-spacin=
g:.05pt'>
</span>and<span style=3D'letter-spacing:.05pt'> </span><span class=3DSpellE=
>agglomerative</span><span
style=3D'letter-spacing:.05pt'> </span><span class=3DSpellE>hierarchical</s=
pan><span
style=3D'letter-spacing:.05pt'> </span><span class=3DSpellE>clustering</spa=
n><span
style=3D'letter-spacing:.05pt'> </span><span class=3DSpellE>algorithms</spa=
n>.<span
style=3D'letter-spacing:.05pt'> </span><span class=3DSpellE><i style=3D'mso=
-bidi-font-style:
normal'><span style=3D'letter-spacing:-.1pt'>Journal</span></i></span><i
style=3D'mso-bidi-font-style:normal'><o:p></o:p></i></span></p>

<p class=3DMsoNormal style=3D'margin-top:.5pt;margin-right:0cm;margin-botto=
m:0cm;
margin-left:52.0pt;margin-bottom:.0001pt'><span class=3DSpellE><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt'>of</span></i></span><i style=3D'mso-bidi-font-st=
yle:
normal'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;
letter-spacing:-.25pt'> </span></i><span class=3DSpellE><i style=3D'mso-bid=
i-font-style:
normal'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt=
'>Classification</span></i></span><i
style=3D'mso-bidi-font-style:normal'><span lang=3DES style=3D'font-size:10.=
0pt;
mso-bidi-font-size:11.0pt'>,<span style=3D'letter-spacing:-.2pt'> </span>35=
</span></i><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt'>,<span
style=3D'letter-spacing:-.2pt'> </span><span style=3D'letter-spacing:-.1pt'=
>345&#8211;366.</span><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.4pt'><span lang=3DES style=3D'f=
ont-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.6pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:103%'>Ruiz-<span class=3DSpellE>Chavez</span>, Z.,
Salvador-Meneses, J., y <span class=3DSpellE>Garcia-Rodriguez</span>, J. (2=
018). <i
style=3D'mso-bidi-font-style:normal'>Machine Learning <span class=3DSpellE>=
Methods</span>
<span class=3DSpellE>Based</span> <span class=3DSpellE>Preprocessing</span>=
 <span
class=3DSpellE>to</span> <span class=3DSpellE>Improve</span> <span class=3D=
SpellE>Categorical</span>
Data <span class=3DSpellE>Classification</span> </i>(pp. 297&#8211;304). </=
span><span
lang=3DES><a href=3D"https://doi.org/10.1007/978-3-030-03493-1_32"><span
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:=
windowtext;
text-decoration:none;text-underline:none'>https://doi.org/10.1007/978-</spa=
n></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'> </span><span
lang=3DES><a href=3D"https://doi.org/10.1007/978-3-030-03493-1_32"><span
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:=
windowtext;
letter-spacing:-.1pt;text-decoration:none;text-underline:none'>3-030-03493-=
1_32</span></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:6.1pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span class=3DSpellE><span lang=3DES style=3D'font-size:1=
0.0pt;
mso-bidi-font-size:11.0pt;line-height:103%'>Schr&ouml;er</span></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'>,
C., <span class=3DSpellE>Kruse</span>, F., y G&oacute;mez, J. M. (2021). A =
<span
class=3DSpellE>systematic</span> <span class=3DSpellE>literature</span> <sp=
an
class=3DSpellE>review</span> <span class=3DSpellE>on</span> <span class=3DS=
pellE>applying</span>
CRISP-DM <span class=3DSpellE>process</span> <span class=3DSpellE>model</sp=
an>. <span
class=3DSpellE><i style=3D'mso-bidi-font-style:normal'>Procedia</i></span><i
style=3D'mso-bidi-font-style:normal'> <span class=3DSpellE>Computer</span> =
<span
class=3DSpellE>Science</span>, 181</i>, 526&#8211;534.<o:p></o:p></span></p>

<p class=3DMsoBodyText><span lang=3DES style=3D'font-size:10.5pt;mso-bidi-f=
ont-size:
12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.55pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%'>Shaikh, F. B., Rehman, M., y Amin, A. (2020). <span
class=3DSpellE>Cyberbullying</span>: A <span class=3DSpellE>Systematic</spa=
n> <span
class=3DSpellE>Literature</span> <span class=3DSpellE>Review</span> <span
class=3DSpellE>to</span> <span class=3DSpellE>Identify</span> <span class=
=3DSpellE>the</span>
<span class=3DSpellE>Factors</span><span style=3D'letter-spacing:-.25pt'> <=
/span><span
class=3DSpellE>Impelling</span><span style=3D'letter-spacing:-.25pt'> </spa=
n><span
class=3DSpellE>University</span><span style=3D'letter-spacing:-.25pt'> </sp=
an><span
class=3DSpellE>Students</span><span style=3D'letter-spacing:-.25pt'> </span=
><span
class=3DSpellE>towards</span><span style=3D'letter-spacing:-.25pt'> </span>=
<span
class=3DSpellE>Cyberbullying</span>.<span style=3D'letter-spacing:-.2pt'> <=
/span><i
style=3D'mso-bidi-font-style:normal'>IEEE<span style=3D'letter-spacing:-.35=
pt'> </span>Access,<span
style=3D'letter-spacing:-.25pt'> </span>8</i>,<span style=3D'letter-spacing=
:-.25pt'>
</span>148031&#8211;148051.<span style=3D'letter-spacing:-.25pt'> </span></=
span><span
lang=3DES><a href=3D"https://doi.org/10.1109/ACCESS.2020.3015669"><span
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:=
windowtext;
text-decoration:none;text-underline:none'>https://</span></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'> </span><span
lang=3DES><a href=3D"https://doi.org/10.1109/ACCESS.2020.3015669"><span
style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:103%;color:=
windowtext;
letter-spacing:-.1pt;text-decoration:none;text-underline:none'>doi.org/10.1=
109/ACCESS.2020.3015669</span></a></span><span
lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-size:11.0pt;line-height:1=
03%'><o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.9pt;margin-bott=
om:0cm;
margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:-36=
.0pt;
line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bidi-font-s=
ize:
11.0pt;line-height:103%'>Sharma,<span style=3D'letter-spacing:-.15pt'> </sp=
an>S.,<span
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>Batra</span>,<=
span
style=3D'letter-spacing:-.15pt'> </span>N.,<span style=3D'letter-spacing:-.=
15pt'> </span>y<span
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>others</span>.=
<span
style=3D'letter-spacing:-.15pt'> </span>(2019).<span style=3D'letter-spacin=
g:-.15pt'>
</span>Comparative<span style=3D'letter-spacing:-.15pt'> </span><span
class=3DSpellE>study</span><span style=3D'letter-spacing:-.15pt'> </span><s=
pan
class=3DSpellE>of</span><span style=3D'letter-spacing:-.15pt'> </span>singl=
e<span
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>linkage</span>=
,<span
style=3D'letter-spacing:-.15pt'> </span>complete<span style=3D'letter-spaci=
ng:-.15pt'>
</span><span class=3DSpellE>linkage</span>,<span style=3D'letter-spacing:-.=
15pt'> </span>and<span
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>ward</span><sp=
an
style=3D'letter-spacing:-.15pt'> </span><span class=3DSpellE>method</span> =
<span
class=3DSpellE>of</span> <span class=3DSpellE>agglomerative</span> <span
class=3DSpellE>clustering</span>. <i style=3D'mso-bidi-font-style:normal'>2=
019 <span
class=3DSpellE>international</span> <span class=3DSpellE>conference</span> =
<span
class=3DSpellE>on</span> machine <span class=3DSpellE>learning</span>, <span
class=3DSpellE>big</span> data, <span class=3DSpellE>cloud</span> and <span
class=3DSpellE>parallel</span> <span class=3DSpellE>computing</span> (<span
class=3DSpellE>COMITCon</span>)</i>, 568&#8211;573.<o:p></o:p></span></p>

<p class=3DMsoBodyText style=3D'margin-top:.05pt'><span lang=3DES style=3D'=
font-size:
10.5pt;mso-bidi-font-size:12.0pt'><o:p>&nbsp;</o:p></span></p>

<p class=3DMsoNormal style=3D'margin-top:0cm;margin-right:5.85pt;margin-bot=
tom:
0cm;margin-left:52.0pt;margin-bottom:.0001pt;text-align:justify;text-indent:
-36.0pt;line-height:103%'><span lang=3DES style=3D'font-size:10.0pt;mso-bid=
i-font-size:
11.0pt;line-height:103%'>Tapia,<span style=3D'letter-spacing:-.1pt'> </span=
>F.,<span
style=3D'letter-spacing:-.1pt'> </span>Aguinaga,<span style=3D'letter-spaci=
ng:-.1pt'>
</span>C.,<span style=3D'letter-spacing:-.1pt'> </span>y<span style=3D'lett=
er-spacing:
-.1pt'> </span>Luje,<span style=3D'letter-spacing:-.1pt'> </span>R.<span
style=3D'letter-spacing:-.1pt'> </span>(2018).<span style=3D'letter-spacing=
:-.1pt'>
</span><span class=3DSpellE>Detection</span><span style=3D'letter-spacing:-=
.1pt'> </span><span
class=3DSpellE>of</span><span style=3D'letter-spacing:-.1pt'> </span><span
class=3DSpellE>Behavior</span><span style=3D'letter-spacing:-.1pt'> </span>=
<span
class=3DSpellE>Patterns</span><span style=3D'letter-spacing:-.1pt'> </span>=
<span
class=3DSpellE>through</span><span style=3D'letter-spacing:-.1pt'> </span>S=
ocial<span
style=3D'letter-spacing:-.1pt'> </span>Networks<span style=3D'letter-spacin=
g:-.1pt'>
</span><span class=3DSpellE>like</span><span style=3D'letter-spacing:-.1pt'=
> </span>Twitter,
<span class=3DSpellE>using</span> Data <span class=3DSpellE>Mining</span> <=
span
class=3DSpellE>techniques</span> as a <span class=3DSpellE>method</span> <s=
pan
class=3DSpellE>to</span> <span class=3DSpellE>detect</span> <span class=3DS=
pellE>Cyberbullying</span>.
<i style=3D'mso-bidi-font-style:normal'>2018 7th International <span
class=3DSpellE>Conference</span> <span class=3DSpellE>On</span> Software <s=
pan
class=3DSpellE>Process</span> <span class=3DSpellE>Improvement</span> (CIMP=
S)</i>,
111&#8211;118.<o:p></o:p></span></p>

</div>

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