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Facultad de Ingeniería de la Universidad de Buenos Aires Ingeniería en Informática Tesis de Grado Data Mining utilizando Redes Neuronales Tutor : Dr. Juan M. Ale Tesista : Romina Laura Bot Padrón: 75722 E-mail: [email protected] - Mayo de 2005 -

Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 1: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

Facultad de Ingeniería de la Universidad de Buenos Aires

Ingeniería en Informática

Tesis de Grado

Data Mining utilizando

Redes Neuronales

Tutor: Dr. Juan M. Ale

Tesista: Romina Laura Bot

Padrón: 75722 E-mail: [email protected]

- Mayo de 2005 -

Page 2: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 3: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 4: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 5: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 6: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 7: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 8: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 9: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 13: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 17: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 18: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 19: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 24: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 25: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 26: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 27: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 28: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 29: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

"9 ! ""

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Page 30: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 31: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6@ ! ""

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Page 32: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6 ! ""

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Page 33: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6" ! ""

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Page 34: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

66 ! ""

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Page 35: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

67 ! ""

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Page 36: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6! ! ""

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Page 37: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

68 ! ""

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Page 38: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6 ! ""

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Page 39: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

69 ! ""

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Page 40: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6< ! ""

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Page 41: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

7@ ! ""

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Page 42: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

7 ! ""

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Page 43: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

7" ! ""

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d

xd

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2)(mmxm

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Page 44: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

76 ! ""

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Page 45: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

77 ! ""

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Page 46: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

7! ! ""

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12

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Page 47: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 48: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 52: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 53: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 54: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 55: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 56: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 57: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 58: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 59: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 60: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 61: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 62: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 63: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 64: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 66: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 68: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 70: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 79: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 83: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 85: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 86: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 87: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 132: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6 ! ""

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Page 133: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6" ! ""

oR#,:#BEPj:#SQRoool%3ToR#,BEP3SQRoool % %/oR#,2 BEPj2 SQRoool % %/oR#,2 BEPj2 SQRoool.-n oR#,2%TBEPjTSQRoool2%/ToR#, TB2%EPjTVSQRoool,oR#, B, ,EPjV,SQRoooloR#,, BEPjSQRoool,

Page 134: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

66 ! ""

oR#, B, ,EPjV,SQRoooloR#,, BEPjSQRoool # % 4%oR#, #B ,EPj# #VSQRoool # % 4%oR#, , #BEPj# #SQRoool$oR#, ,$BEPj$SQRooooooooooooooooooooooooooooooooooooooooooooRRoooooooooooooT.T;-oooooooooooooooRRooooooooooooooooooooooooooooooooooooooooooooRRooo ,/, # ool %/, # oR#,- T# BEPO 3O V3O B8ES3O &-B3T# B mi, %# &im WmiB%V@@E&m( mm((m5f, %#YmEES3O &-B3T# B mi+, % /&im WmiB%V@E&m( mm((m5f, % YmEES3O &-B3T# Bmi.&m( mm(@(m5mEES3O &-B3T# Bmi&m( mm(@(m5mEES3O &-B3T# Bmi #&&m(

Page 135: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

67 ! ""

mm(@(m5mEES3O &-B3T# B mi %% T&m Wmi # &m WmiJ34&%&&3 4m( mNm((m5Nf%YmEES%BBjTpVEII BjT %T# ;EEP3O &-B3T# Bmm( mm(@( miT# #% ,5%m WjT&2BE&BE WmJiB55 %,5% # EmEES- VBBT# ;EjTE&T# BES3/B&/ -BEEP 3O &-B&+-BEESQQ3O &BESQRooo % # &ool# # / % # $ %ol+# -+# % # ## oR#, T# B:CD # E/ 3-+# P::#:V&T# Bnn( # ES%B:#:&/BEpV@EP:#B&#B:#:EESQP:#B@ESQ:+ :V&T# Bnn( # ES%B+ :&/BEpV@EP+ B&#B+ :EESQP+ B@ESQjV&Bnn( # ESjV&Bnn( # ES:# #V&T# Bnn( # ES%B# #&/BEpV@EP ,# #VB3 ,B# #EE& ,OBES%B# #fV@^^# #YEP #B@&<!ESQP #B# #ESQQP #B@&<!ESQ:%V&T# BnNn( # ES%B%&/BEVV@EP/ 33-+# Bm%,#%3/m Wm/5N # &mESQ

Page 136: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6! ! ""

TB2%&% B%( &# T# B # EEESQRooo?/ %.#&ool$ %,% # T# BEoR#,:CDT# BEP:CD%T# V3:C@DS%BBjTpVEII BjT %T# ;EEP%T# VBBT# ;EjTE&T# BESQ:CD # V3:C%T# &/WDSV@S # CWWDVm5mS # CWWDVmmW:#BES # CWWDVm5mS # CWWDVmmW+ BES%BjEP # CWWDVm5mSQ%BjEP # CWWDVm5mSQ # CWWDVm5mS # CWWDVmmW #BES # CWWDVm5NmS # CWWDVTBE&2BE&BES # CWWDVm55mS:$&$ #$B%T# (@( # (( %T# &/ESWV%T# &/S3/Bf # &/EP # CWWDVmmSQ # SQRoooooooooooooooooooooooooooooooooooooooooooooooRRoooooooooooooooo-.;TooooooooooooooooooRRoooooooooooooooooooooooooooooooooooooooooooooooRRooo/ &ool#/ # % /%oR#, B:CDEP$P:$& &#B- & B3.#BE(EESQ/B-+# EP:$&&#B&BEESQQQ

Page 137: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

68 ! ""

2&&!2.# Roo.# &*oo"@@7 oR#434&%&#S# *& &oS# *&&oS# 34& &oS# 34&%&oS# 34& &- S# *&&oSRoool/ B, l%&,&EoR#,.# PRoo:, %+#/// oR#-+#SRoo: %'$ ,oR#'$-+#SRoo %'$oR#j2 .-+V@S#j2 g$-+V@SRoo,q, oR#.#- CDj, SRoo2% %oR# ,j2,SRoo,% #oR#,j,SRoo2, oR# ,CDj2, SRoo q2/oR#.# CDj2/SRoo %/ oR#j2 2/V@SRoo qoR#.# jSRoo .$#5OJ (J%(J oR#:j .$#SRoo %, %/oR#jSRoo %/oR#j2S

Page 138: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6 ! ""

Roo2% #oR# ,CDOSRoo # %/// oR# ,j/SRoo$ %/+oR# ,j$SRoo% / oR# ,jjSRoo oR#j SRoo oR# SRooo22 & , &ool/// oR#,.# BEPj2 .-+V&BES.-+#BESjV&,BESj2V&2BESRR , V3 B@ESRR, j2, V3 ,Cj2DSQRooo?3 / &ool:# %' ol %$3ol+# %/ oR#, 3:#B:#(2% E/ 3-+# PRR % ,j2 g$-+V:#5j2 .-+S%Bj2 g$-+Y@EPRR, j, V3.#- CjDS- V-+#&,BES3/B&/ -BEEP

Page 139: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

69 ! ""

,VB,E&+-BES%B& BEEPj, C&+BEDV3 - B&OBE(%ESQPj, C&+BEDV3- B@&@ESQQRR?, % /,- V-+#&BES3/B&/ -BEEPVBE&+-BESV&,BES3/B&/ -BEEP,VB,E&+-BESj, C&+BED&OB&BE(ESQQRR23'$-+#V3B-+#(j2 g$-+ES'$-+#&BES% B*V@S*fj2 g$-+S*WWEPRR23V3BESRR2%$3 ,2V &%$BESRR&2OB2ES'$-+#&BESQQPj2 g$-+V@SQQRooo?3 /, ool3oR#3BEPRR233V3BjES3&B'$-+#ESRR?% /,- V3&,BES3/B&/ -BEEP,VB,E&+-BES3&OB(OBEESQ3SQRooo? % ,ool,

Page 140: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

6< ! ""

ol oR# ,OB,EP :V &+ BESj, C&+BED&3OB :ESQRooo?2,&?, / &o2 #$&oR#, 2, BEP- -V-+#&BES3/B-&/ -BEEPVBE-&+-BESj2, CBE&OBEDWWSQ%Bj2 g$-+Y@EP- g-V'$-+#&BES3/Bg-&/ -BEEPVBEg-&+-BESj2, CBE&OBEDWWSQQRR? & Bj2, ESj2,V&++Bj2, ESRR$j$Vj2, CBEj2,DSRRjjVj/oB5j$ESQRooo:# ool #2 #/4 ,%ol+# %/ oR#, .B , #2E/ 3-+# PRR%# #Y #2/4% ,# #VS%Bj2 .-+Wj2 g$-+Y@EP# #VB ,Ej2, CBEj2,DRB ,EBj2 .-+Wj2 g$-+ESQ%B# #Y #2EPRR 5Y%4%BESQPRR 5Y:# RRM .-+#Wg$-+# S

Page 141: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

7@ ! ""

%Bj2 g$-+Y@EPV3B-+#ES- V'$-+#&BES3/B&/ -BEEPVBE&+-BES&BESQQPV-+#SQRR2 #,3/+% & ,CD% ?V3 ,CjDSRR:#% ,OV3 ,CjDSRR2 #% % /,- -V&,BES3/B-&/ -BEEP,VB,E-&+-BES% ?C&+BEDV #% ?B(ESQRR:,,% #j,V&,B&++B% ?EESRR4%%% &RRT/3 &%B&'B% ?Cj,&+BED(@EEP4%BESQP# Bj,ESQQQRooo:# /ool:#,ol+# %/ oR# # B,E/ 3-+# POV@S%B& BEEPOV&OBESQPOV"SQRR:#,CD#V#B-+#((OC&+BEDESRR:#'$ #/CD#g$V3CODS%Bj2 g$-+Y@EP#g$V#B'$-+#((OC&+BEDESQ

Page 142: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

7 ! ""

RR2/ j2/V3.# CODSj2 2/VOS ,/SV@S% B*V@S*fj2 2/S*WWEPj2/C*DV3.# B#C*DESj2/C*D&B/ES%B#C*D&BEY@EPRR %j2/C*D& .$#BmmESRR2 #/%Bj2 g$-+Y@EP/ V j/ o B ,EBB#C*D&BE W#g$C*D&BEERB ,EBj2 .-+Wj2 g$-+EESQP/ V j/ o B ,EB#C*D&BE R B ,Ej2 .-+ESQj2/C*D&/B/ESWWSQPRR %j2/C*D&/B@ESj2/C*D&$B@ESj2/C*D&B@ESRR2,V#q,j2/C*D&2,Bj2,ES ,CDj2/, V3 ,Cj2DSj2/, CBEj2,DVSj2/C*D&, Bj2/, ESj2/C*D&4%BESQQRR% $ //4%%BfVEP4%BESQQRooo?, #% ?ool/% 3//% ? , #ol/, ,% #ol% oR# , #% ?B(,E/ 3-+# P ,% ?V@S%B&BEEPRR% ?% ,% ?V+% ?B(ESQPRR2 #- #$% ?V #- #$BESCD#V#B((@ES

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7" ! ""

4V&OBESRR2 #% ?% B*V@S*f4S*WWEPV#C*D&BES%BY@EP% ?5VBB ,ERB ,E&BEEo #- #$B#C*DESQQQ% ?SQRooo2 #/ #$ %&ool#/% 3// #$ , #ol/ #$ %/n, oR# , #- #$BE/ 3-+# P ,CD2 V3 ,Cj2DS- -V&BES3/B-&/ -BEEPVBE-&+-BES2 CBE&OBEDWWSQ , #$V@S% B*V@S*fj2S*WWEP%B2 C*DY@EP #$5V2 C*Do& "B2 C*DESQQV&BES #$RVB ,ES #$W& "BESQRooo:# / % ,&ool#/3// ,#ol#/, ,% #ol#/#% ,ol/ %# ,$/#oR#CD#B(,( ,E/ 3-+# P4V"S%B& BEEP4V&OBESQRR2 #

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76 ! ""

CD#V3C4DS% B*V@S*f4S*WWEP#C*DV3B(&BEES#C*D&BESQ%B& BEEP- -V&BES3/B-&/ -BEEPVBE-&+-BES#CBE&BED&BESQQ%B&BEEP- -V&BES3/B-&/ -BEEPVBE-&+-BES%B&BEfVEP#C@D&BESQP#CD&BESQQQ#SQRooo?, #% ?ool/% 3//% ? , #ol/, ,% #ol% oR# ,+% ?B(,E/ 3-+# PV@S ,V@SRR, ,V@SRR:# ,+% ?V@S ,% ?V@S ,% ?V@S ,:#V@SRR: ,$V3BESV&BES& BESRR:#% /,CD#SRR2 , ,CDOV3 ,CDSOV&,. ,$B&+BEESRR2 ,CDOV3 ,CDSOV&,. ,$B&,BE&+BEES

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77 ! ""

RR2 ,CDOV3 ,CDS ,%V@S ,V@S4V@SRR2 # V@SRR2 3/B4fO&/5"EPRR3/B4EfYB4WEB4EfYB4WE%BBOC4DpVOC4WDEIIBOC4DpVOC4WDEEPOC# DVBOC4DWOC4WDER"S# WWSQ4WWSQ% ?V #- #$BES3/Bf# EPVOCDSRR:##V#B((ESRR2 #% ?% ?V% ?S% B*V@S*f"S*WWEP%B#C*D&BEY@EP% ?5VBB ,E#C*D&BER B ,EEo #- #$B#C*DESQQRR:+% &?%B% ?Y+% ?EP+% ?V% ?SVSQWWSQOC&+BEDVS+% ?SQRooo4 ,%oR#, 4%BEPj,VSj .$#VmmSj2 2/V@Sj2/VSQRooooooooooooooooooooooooooooooooooRRooooo:-.I?-.-.;T:oooooooooooRRooooooooooooooooooooooooooooooooooR

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7! ! ""

Roool %/oR#, 2 2/BEPj2 2/VSQRoool %/oR#,2 2/BEPj2 2/SQRoool.-+#oR#, .-+#BEP-+#VSQRoool.-+#oR#,.-+#BEP-+#SQRooolg$-+#oR#, g$-+#BEP'$-+#VSQRooolg$-+#oR#,g$-+#BEP'$-+#SQRoool2, oR#, , B ,CDEPj2, VSQRoool2, oR#, ,CD, BEPj2, SQRoool q/oR#, 2/B.# CDEPj2/VSQ

Page 147: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

78 ! ""

Roool q/oR#,.# CD2/BEPj2/SQRoool//oR#,.# 2/BEPj2/CDSQRoool .$#oR#, .$#B:EPj .$#VSQRoool .$#oR#,: .$#BEPj .$#SQRoool oR#, B.# EPjVSQRoool oR#,.# BEPjSQRoool:#,oR#,,:#,BEPj,SQRoool2,oR#, ,2,BEPj2,SQRoool2,oR#, 2,B ,EP

Page 148: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

7 ! ""

j2,VSQRoool,ol:#oR#, ,:#OB,EP%B&BEEPOC&+BEDSQP@SQQRoool$oR#, ,$BEPj$SQRoool$oR#, $B ,EPj$VSQRoool/oR#, ,/BEPj/SQRoool/oR#, /B ,EPj/VSQRoooloR#, ,BEPjjSQRoooloR#, B ,EPjjVSQRoo

Page 149: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

79 ! ""

ol oR#, BEPj SQRoool oR#, BEPj VSQQ

2&"434&%&#$2&"&2.#$Roo.#$&*o"@@7 ooR#434&%&#$S# *& &oS# *&&oS# 34& &oS# 34&%&oS# 34& &oS# 34& &T# S# 34& &T# ;S# 34& &:.S# 34& &.S# 34& &S# 34&%&oSRooo2% .#$%&ool/ B, l%&,&EoR#,.#$+, 2%#T# ;PRoo2, %&oR#,j2,SRoo /+, % 3/&oR#j+ V@SRoo /, %+#' &oR#j:#V@SRoo # %, //4/ %oR# ,j# #V@&<!S

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7< ! ""

RooT %$oR# 2%jTV334&%&&3 4BESRoo%,$/T&oR#3SRoog %oR#gjgSRoo2 //, oR#, jV%SRoo/oR#, jV%SRoo oR#$ j SRoo #oR#jSRoo.%$oR# ,j$SRoo2 oR#j2 V@S#j2 V@SRoo$O,oR# ,j,/#V@&!S# ,j.V@S# ,j+.VSRooo.#$ %&ool#/ol+# -+# %%n,,%$oR#, ,2%BE/ 3-+# P%B&BEVV@EP/ 33-+# Bm &mESQRR:$& &#Bm-,2%mESRR2, %Bp&,BE& BEEP/ 33-+# Bm.#J (#&mESQRR2/4,%B&/4 :,BEEP/ 33-+# Bm.#J ,(#&mESQV3BESRR2,j2,V&,BES

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!@ ! ""

RRTn2%jT&,2%BESRR#jV3#OBESj&# BES%V&B(jESV3B%ESRR2%$3/T3V3B%$N/TBEESRR4.#$.3/34.B3ESQRooo#/n3//#,$/T&ool/ol+# %/ ol%3// oR#%$N/TBE/ 3-+# P3S ,32OS3V3B(&BEES- V&BES3/B&/ -BEEP3VBE&+-BES32OVjT&%$B3ES3&2OB32OES3&B3ESQ3SQRooo.#$&ool/ol+# % n,,%$oR# 4.BE/ 3-+# PRR/ %/j V3$ BESj & .$#BmmESj &/BESj &2/B5ESRR23j &3:#Bj:#(jTESRR: nj &2, BESRR'/

Page 152: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

! ! ""

gjgV3gBESjg&#/Bj ESRR4/.#$.$ j SRR % /j V@SRR+ /j .V@SRR%5Y3 4//#RR-3/#%BpjIIj+ Y@EPj .Vj+ SQPj .V<<<<<<SQRR-+# 4 .3/BBpjg&#$BEEIIj fVj .EPRR? % 'j VB$ Ejg&# #BESRR: j & Bj ESj WWSRR:# j & .Bj# #(j,/#(j.(j+.ESRR? n/$ CDj2/ Vj &2/BES% B*V@S*fj &2 2/BES*WWEP%BpB : #2Bj2/ C*DEEEPRR %(/'j2/ C*D&3:#Bj:#(jTESj2/ C*D&2, BESjg&#/Bj2/ C*DESQPRR %j2/ C*D& Bj ESj WWSQQQRR%+ //4%3/ Vj S3/Bpjg&#$BEEPj VB$ Ejg&# #BESj & BESj &4%BESWWSQRR%// /, %Bj+ Y@EP%Bj Yj+ EP%BjEPRR4?.Bj ESQQ

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!" ! ""

QRR/ %BjEP#.BESQRR2 %, $j$V #$B3ESQRooo% ,+#ool ,ol% %oR#, : #2B$ EP%B & .$#BEVVmmEPSQP%SQQRooo43#/ oolj % %/ oR# ?.Bj EPRRO /n $ CD V3$ Cj DSO Bj ( ESRRO /, CDO V3Cj+ DSRRO ,CDV3 ,Cj DSRR+,V@SRRO,# SRR SRR % B*V@S*fj S*WWEPC*DV@SQRR 3$ Vj & BESO CDVSWWS

Page 154: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

!6 ! ""

3/Bfj+ EPRR/ % B4V@S4f CD&2 2/BES4WWEP V CD&2/B4E& BESC DV CD&2/B4E&BESQRR2/ / V&++BESO CDVSWWSRR-/ CDV5SQRR43// gjgV3gBESjg&#/Bj ES$ j S3/BBpjg&#$BEEEPj VB$ Ejg&# #BESRR2/4%/ %B - Bj & BE(O EVV%EPRR% /4%j &4%BESQPRR &/ '%Bj & .$#BEpVmmEP$ CDj2/ Vj &2/BES% BV@Sfj &2 2/BESWWEPjg&#/Bj2/ CDESQQQQQRooo2/4% % ool ,% ol%/ % oR#, - B (CDEP, ,% V%SV@S3/Bp,% IIfj+ EP%BCDVV EP,% VSQWWSQ,% SQRooo/n BE

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Page 163: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 165: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 178: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 180: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 181: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 182: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 183: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 184: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 185: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 186: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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Page 188: Data Mining utilizando Redes Neuronales - materias.fi.uba.armaterias.fi.uba.ar/7500/bot-tesisdegradoingenieriainformatica.pdf · Facultad de Ingeniería de la Universidad de Buenos

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