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relatorio
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Naive Bayes treinado na base Play Tennis
0.14637002341920372 probabilidade de jogar tenis dado que: Sol, Mediana, Alta, Forte
0.9753124047546479 probabilidade de jogar tenis dado que: Nublado, Mediana, Normal, Fraco
0.07896399241945672 probabilidade de jogar tenis dado que: Sol, Quente, Alta, Forte
Naive Bayes base Spam Hold Out e 10 fold cross validation
0.8259452411994785 de acurácia Base sem discretizar Spam hold out
0.8386117136659437 de acurácia Base sem discretizar Spam 10 fold cross validation
VP 495, FP 66, VN 862, FN 112
0.8996088657105606 de acurácia Base discretizada Spam hold out
0.8980477223427332
0.8872017353579176
0.913232104121475
0.8655097613882863
0.8850325379609545
0.8937093275488069
0.9023861171366594
0.9002169197396963
0.9002169197396963
0.8763557483731019
0.8921908893709327 de acurácia média Base discretizada Spam 10 fold cross validation
Genético
criado os primeiros 15 exemplos aleatoriamente, depois nas próximas gerações passam os 6 mais aptos, o cruzamento deles e a mutação dos 3 mais aptos, sendo o cruzamento feito pela metade e a mutação com a troca aleatória de um terço dos genes.
resultado das 10 iterações: com a lista dos atributos usados
acurácia 0.81877444589309
List(word_freq_all, word_freq_3d, word_freq_over, word_freq_remove, word_freq_internet, word_freq_receive, word_freq_will, word_freq_addresses, word_freq_you, word_freq_credit, word_freq_000, word_freq_650, word_freq_lab, word_freq_telnet, word_freq_857, word_freq_data, word_freq_415, word_freq_technology, word_freq_parts, word_freq_pm, word_freq_meeting, word_freq_original, word_freq_edu, word_freq_table, char_freq_;, char_freq_[, char_freq_!, char_freq_#, capital_run_length_average)
acurácia 0.848109517601043
List(word_freq_address, word_freq_all, word_freq_remove, word_freq_internet, word_freq_receive, word_freq_will, word_freq_free, word_freq_business, word_freq_email, word_freq_you, word_freq_credit, word_freq_your, word_freq_font, word_freq_hpl, word_freq_george, word_freq_650, word_freq_lab, word_freq_telnet, word_freq_857, word_freq_85, word_freq_technology, word_freq_1999, word_freq_parts, word_freq_pm, word_freq_direct, word_freq_original, word_freq_project, word_freq_edu, word_freq_conference, char_freq_[, char_freq_#, capital_run_length_total)
acurácia 0.8318122555410691
List(word_freq_address, word_freq_all, word_freq_3d, word_freq_over, word_freq_internet, word_freq_order, word_freq_mail, word_freq_receive, word_freq_people, word_freq_report, word_freq_addresses, word_freq_free, word_freq_you, word_freq_credit, word_freq_your, word_freq_money, word_freq_hpl, word_freq_650, word_freq_lab, word_freq_telnet, word_freq_857, word_freq_data, word_freq_415, word_freq_1999, word_freq_parts, word_freq_direct, word_freq_original, word_freq_re, word_freq_edu, word_freq_table, word_freq_conference, char_freq_[, char_freq_!, char_freq_#, capital_run_length_average, capital_run_length_longest)
acurácia 0.8089960886571056
List(word_freq_address, word_freq_all, word_freq_internet, word_freq_order, word_freq_mail, word_freq_people, word_freq_report, word_freq_addresses, word_freq_free, word_freq_you, word_freq_credit, word_freq_000, word_freq_money, word_freq_george, word_freq_telnet, word_freq_857, word_freq_415, word_freq_technology, word_freq_1999, word_freq_direct, word_freq_meeting, word_freq_original, word_freq_project, word_freq_edu, word_freq_table, char_freq_;, char_freq_!, capital_run_length_average, capital_run_length_longest)
acurácia 0.8265971316818774
List(word_freq_all, word_freq_3d, word_freq_our, word_freq_order, word_freq_receive, word_freq_will, word_freq_people, word_freq_report, word_freq_you, word_freq_your, word_freq_font, word_freq_000, word_freq_hpl, word_freq_george, word_freq_650, word_freq_labs, word_freq_telnet, word_freq_data, word_freq_415, word_freq_technology, word_freq_direct, word_freq_meeting, word_freq_original, word_freq_project, word_freq_conference, char_freq_[, char_freq_!, char_freq_$, char_freq_#, capital_run_length_average, capital_run_length_longest, capital_run_length_total)
acurácia 0.8389830508474576
List(word_freq_address, word_freq_3d, word_freq_remove, word_freq_internet, word_freq_will, word_freq_free, word_freq_you, word_freq_credit, word_freq_000, word_freq_hp, word_freq_hpl, word_freq_labs, word_freq_857, word_freq_415, word_freq_85, word_freq_1999, word_freq_parts, word_freq_pm, word_freq_direct, word_freq_project, word_freq_edu, word_freq_table, word_freq_conference, char_freq_;, char_freq_(, char_freq_#, capital_run_length_longest, capital_run_length_total)
acurácia 0.8285528031290743
List(word_freq_address, word_freq_all, word_freq_3d, word_freq_our, word_freq_internet, word_freq_receive, word_freq_addresses, word_freq_free, word_freq_business, word_freq_you, word_freq_credit, word_freq_font, word_freq_hp, word_freq_telnet, word_freq_857, word_freq_data, word_freq_415, word_freq_technology, word_freq_pm, word_freq_direct, word_freq_original, word_freq_project, word_freq_re, word_freq_edu, word_freq_conference, char_freq_(, char_freq_!, char_freq_#)
acurácia 0.817470664928292
List(word_freq_3d, word_freq_order, word_freq_receive, word_freq_will, word_freq_addresses, word_freq_free, word_freq_your, word_freq_font, word_freq_000, word_freq_money, word_freq_hpl, word_freq_labs, word_freq_telnet, word_freq_415, word_freq_technology, word_freq_1999, word_freq_parts, word_freq_pm, word_freq_direct, word_freq_meeting, word_freq_table, word_freq_conference, char_freq_;, char_freq_[, char_freq_#, capital_run_length_longest)
acurácia 0.8063885267275098
List(word_freq_all, word_freq_3d, word_freq_our, word_freq_order, word_freq_will, word_freq_report, word_freq_addresses, word_freq_free, word_freq_font, word_freq_000, word_freq_money, word_freq_hpl, word_freq_lab, word_freq_telnet, word_freq_857, word_freq_415, word_freq_technology, word_freq_1999, word_freq_pm, word_freq_meeting, word_freq_project, word_freq_re, word_freq_table, word_freq_conference, char_freq_!, capital_run_length_average, capital_run_length_longest)
acurácia 0.8422425032594524
List(word_freq_make, word_freq_address, word_freq_3d, word_freq_over, word_freq_remove, word_freq_internet, word_freq_receive, word_freq_will, word_freq_people, word_freq_free, word_freq_business, word_freq_you, word_freq_font, word_freq_000, word_freq_george, word_freq_650, word_freq_labs, word_freq_telnet, word_freq_data, word_freq_415, word_freq_technology, word_freq_1999, word_freq_parts, word_freq_pm, word_freq_direct, word_freq_original, word_freq_re, word_freq_table, word_freq_conference, char_freq_(, char_freq_!, char_freq_#, capital_run_length_longest)