Mudanças entre as edições de "Resultados de Pesquisa 4"

De LCAD
Ir para: navegação, pesquisa
(→‎Tabela 1.1.1)
(→‎Tabela 1.1.1)
Linha 123: Linha 123:
  
 
|-
 
|-
−
|align="left" |one_error  
+
|align="left" |one_error
−
|align="center" |0,309072
+
|align="center" |0,30820
−
|align="center" |0,257127
+
|align="center" |0,25713
−
|align="center" |0,418028
+
|align="center" |0,41065
−
|align="center" |0,223844
+
|align="center" |0,22066
−
|align="center" |0,222686
+
|align="center" |0,21473
−
|align="center" |0,226735
+
|align="center" |0,22673
−
|align="right" |0,276249
+
|align="center" |0,27302
−
|align="center" |0,017035
+
|align="center" |0,02410
−
|align="center" |0,029885
+
|align="center" |0,02989
−
|align="center" |0,017144
+
|align="center" |0,01653
−
|align="center" |0,014602
+
|align="center" |0,01426
−
|align="center" |0,020065
+
|align="center" |0,01839
−
|align="center" |0,017642
+
|align="center" |0,01764
−
|align="right" |0,073387
+
|align="center" |0,07255
  
 
|-
 
|-
−
|align="left" |ranking_loss  
+
|align="left" |ranking_loss
−
|align="center" |0,019043
+
|align="center" |0,01879
−
|align="center" |0,066554
+
|align="center" |0,06655
−
|align="center" |0,025624
+
|align="center" |0,02530
−
|align="center" |0,019619
+
|align="center" |0,01969
−
|align="center" |0,018582
+
|align="center" |0,01737
−
|align="center" |0,042015
+
|align="center" |0,04202
−
|align="right" |0,031906
+
|align="center" |0,03162
−
|align="center" |0,002332
+
|align="center" |0,00224
−
|align="center" |0,061983
+
|align="center" |0,06198
−
|align="center" |0,002760
+
|align="center" |0,00287
−
|align="center" |0,002232
+
|align="center" |0,00266
−
|align="center" |0,002705
+
|align="center" |0,00261
−
|align="center" |0,077188
+
|align="center" |0,07719
−
|align="right" |0,042544
+
|align="center" |0,04263
  
 
|-
 
|-
−
|align="left" |coverage  
+
|align="left" |coverage
−
|align="center" |3,188629
+
|align="center" |3,14898
−
|align="center" |10,281915
+
|align="center" |10,28191
−
|align="center" |4,042985
+
|align="center" |4,00725
−
|align="center" |3,448717
+
|align="center" |3,46290
−
|align="center" |3,157711
+
|align="center" |3,00230
−
|align="center" |2,700974
+
|align="center" |2,70097
−
|align="right" |4,470155
+
|align="center" |4,43405
−
|align="center" |0,349797
+
|align="center" |0,33080
−
|align="center" |9,254909
+
|align="center" |9,25491
−
|align="center" |0,304928
+
|align="center" |0,32829
−
|align="center" |0,299153
+
|align="center" |0,34603
−
|align="center" |0,348004
+
|align="center" |0,34358
−
|align="center" |0,997989
+
|align="center" |0,99799
−
|align="right" |4,507337
+
|align="center" |4,51779
  
 
|-
 
|-
−
|align="left" |average_precision_d  
+
|align="left" |average_precision_d
−
|align="center" |0,769362
+
|align="center" |0,76963
−
|align="center" |0,790706
+
|align="center" |0,79071
−
|align="center" |0,706636
+
|align="center" |0,71072
−
|align="center" |0,823496
+
|align="center" |0,82556
−
|align="center" |0,823944
+
|align="center" |0,82785
−
|align="center" |0,739941
+
|align="center" |0,73994
−
|align="right" |0,775681
+
|align="center" |0,77740
−
|align="center" |0,012902
+
|align="center" |0,01435
−
|align="center" |0,031835
+
|align="center" |0,03184
−
|align="center" |0,011834
+
|align="center" |0,01250
−
|align="center" |0,010563
+
|align="center" |0,01030
−
|align="center" |0,012043
+
|align="center" |0,01216
−
|align="center" |0,254725
+
|align="center" |0,25472
−
|align="right" |0,109499
+
|align="center" |0,10956
  
 
|-
 
|-
−
|align="left" |r_precision_d  
+
|align="left" |r_precision_d
−
|align="center" |0,658589
+
|align="center" |0,65988
−
|align="center" |0,698649
+
|align="center" |0,69865
−
|align="center" |0,636628
+
|align="center" |0,64044
−
|align="center" |0,745241
+
|align="center" |0,74660
−
|align="center" |0,743741
+
|align="center" |0,74804
−
|align="center" |0,941654
+
|align="center" |0,94165
−
|align="right" |0,737417
+
|align="center" |0,73921
−
|align="center" |0,015700
+
|align="center" |0,02038
−
|align="center" |0,041316
+
|align="center" |0,04132
−
|align="center" |0,015055
+
|align="center" |0,01534
−
|align="center" |0,014723
+
|align="center" |0,01351
−
|align="center" |0,016613
+
|align="center" |0,01587
−
|align="center" |0,642594
+
|align="center" |0,64259
−
|align="right" |0,271134
+
|align="center" |0,27089
  
 
|-
 
|-
−
|align="left" |hamming_loss  
+
|align="left" |hamming_loss
−
|align="center" |0,009598
+
|align="center" |0,00959
−
|align="center" |0,008750
+
|align="center" |0,00875
−
|align="center" |0,011405
+
|align="center" |0,01127
−
|align="center" |0,007527
+
|align="center" |0,00748
−
|align="center" |0,007475
+
|align="center" |0,00740
−
|align="center" |0,283966
+
|align="center" |0,28397
−
|align="right" |0,054787
+
|align="center" |0,05474
−
|align="center" |0,000519
+
|align="center" |0,00059
−
|align="center" |0,001158
+
|align="center" |0,00116
−
|align="center" |0,000528
+
|align="center" |0,00054
−
|align="center" |0,000499
+
|align="center" |0,00047
−
|align="center" |0,000480
+
|align="center" |0,00047
−
|align="center" |0,873585
+
|align="center" |0,87358
−
|align="right" |0,356507
+
|align="center" |0,35651
  
 
|-
 
|-
−
|align="left" |r_hamming_loss  
+
|align="left" |r_hamming_loss
−
|align="center" |0,683746
+
|align="center" |0,68080
−
|align="center" |0,602847
+
|align="center" |0,60285
−
|align="center" |0,797376
+
|align="center" |0,78784
−
|align="center" |0,510486
+
|align="center" |0,50798
−
|align="center" |0,513610
+
|align="center" |0,50639
−
|align="center" |0,551058
+
|align="center" |0,55106
−
|align="right" |0,609854
+
|align="center" |0,60615
−
|align="center" |0,031695
+
|align="center" |0,04090
−
|align="center" |0,082457
+
|align="center" |0,08246
−
|align="center" |0,034924
+
|align="center" |0,03578
−
|align="center" |0,029536
+
|align="center" |0,02720
−
|align="center" |0,033284
+
|align="center" |0,03214
−
|align="center" |0,091916
+
|align="center" |0,09192
−
|align="right" |0,117007
+
|align="center" |0,11586
  
 
|-
 
|-
−
|align="left" |exact_match  
+
|align="left" |exact_match
−
|align="center" |0,556216
+
|align="center" |0,55593
−
|align="center" |0,598172
+
|align="center" |0,59817
−
|align="center" |0,482857
+
|align="center" |0,48778
−
|align="center" |0,653886
+
|align="center" |0,65736
−
|align="center" |0,651861
+
|align="center" |0,65591
−
|align="center" |0,663244
+
|align="center" |0,66324
−
|align="right" |0,601039
+
|align="center" |0,60307
−
|align="center" |0,016895
+
|align="center" |0,02248
−
|align="center" |0,054550
+
|align="center" |0,05455
−
|align="center" |0,022915
+
|align="center" |0,02309
−
|align="center" |0,017373
+
|align="center" |0,01651
−
|align="center" |0,018040
+
|align="center" |0,01850
−
|align="center" |0,051912
+
|align="center" |0,05191
−
|align="right" |0,073215
+
|align="center" |0,07306
  
 
|-
 
|-
−
|align="left" |micro_precision  
+
|align="left" |micro_precision
−
|align="center" |0,667696
+
|align="center" |0,66795
−
|align="center" |0,697764
+
|align="center" |0,69776
−
|align="center" |0,590155
+
|align="center" |0,59443
−
|align="center" |0,738894
+
|align="center" |0,74063
−
|align="center" |0,740376
+
|align="center" |0,74271
−
|align="center" |0,730826
+
|align="center" |0,73083
−
|align="right" |0,694285
+
|align="center" |0,69572
−
|align="center" |0,016114
+
|align="center" |0,01789
−
|align="center" |0,038559
+
|align="center" |0,03856
−
|align="center" |0,014186
+
|align="center" |0,01453
−
|align="center" |0,014266
+
|align="center" |0,01345
−
|align="center" |0,015319
+
|align="center" |0,01428
−
|align="center" |0,011391
+
|align="center" |0,01139
−
|align="right" |0,057159
+
|align="center" |0,05640
  
 
|-
 
|-
−
|align="left" |micro_recall  
+
|align="left" |micro_recall
−
|align="center" |0,670310
+
|align="center" |0,67045
−
|align="center" |0,697834
+
|align="center" |0,69783
−
|align="center" |0,694240
+
|align="center" |0,69674
−
|align="center" |0,742313
+
|align="center" |0,74382
−
|align="center" |0,744713
+
|align="center" |0,74817
−
|align="center" |0,730757
+
|align="center" |0,73076
−
|align="right" |0,713361
+
|align="center" |0,71463
−
|align="center" |0,016773
+
|align="center" |0,01873
−
|align="center" |0,038642
+
|align="center" |0,03864
−
|align="center" |0,011493
+
|align="center" |0,01163
−
|align="center" |0,015276
+
|align="center" |0,01387
−
|align="center" |0,014157
+
|align="center" |0,01423
−
|align="center" |0,011310
+
|align="center" |0,01131
−
|align="right" |0,033962
+
|align="center" |0,03455
  
 
|-
 
|-
−
|align="left" |macro_precision_d  
+
|align="left" |macro_precision_d
−
|align="center" |0,658589
+
|align="center" |0,65988
−
|align="center" |0,698649
+
|align="center" |0,69865
−
|align="center" |0,636628
+
|align="center" |0,64044
−
|align="center" |0,745241
+
|align="center" |0,74660
−
|align="center" |0,743741
+
|align="center" |0,74804
−
|align="center" |0,665490
+
|align="center" |0,66549
−
|align="right" |0,691389
+
|align="center" |0,69318
−
|align="center" |0,015700
+
|align="center" |0,02038
−
|align="center" |0,041316
+
|align="center" |0,04132
−
|align="center" |0,015055
+
|align="center" |0,01534
−
|align="center" |0,014723
+
|align="center" |0,01351
−
|align="center" |0,016613
+
|align="center" |0,01587
−
|align="center" |0,231084
+
|align="center" |0,23108
−
|align="right" |0,101601
+
|align="center" |0,10178
  
 
|-
 
|-
−
|align="left" |macro_recall_d  
+
|align="left" |macro_recall_d
−
|align="center" |0,660677
+
|align="center" |0,66189
−
|align="center" |0,698649
+
|align="center" |0,69865
−
|align="center" |0,704585
+
|align="center" |0,70704
−
|align="center" |0,746767
+
|align="center" |0,74797
−
|align="center" |0,745822
+
|align="center" |0,75035
−
|align="center" |0,665490
+
|align="center" |0,66549
−
|align="right" |0,703665
+
|align="center" |0,70523
−
|align="center" |0,016375
+
|align="center" |0,02103
−
|align="center" |0,041316
+
|align="center" |0,04132
−
|align="center" |0,012520
+
|align="center" |0,01316
−
|align="center" |0,015313
+
|align="center" |0,01373
−
|align="center" |0,016250
+
|align="center" |0,01588
−
|align="center" |0,231084
+
|align="center" |0,23108
−
|align="right" |0,098629
+
|align="center" |0,09907
  
 
|-
 
|-
−
|align="left" |macro_precision_c  
+
|align="left" |macro_precision_c
−
|align="center" |0,660134
+
|align="center" |0,66185
−
|align="center" |0,665397
+
|align="center" |0,66540
−
|align="center" |0,597328
+
|align="center" |0,60152
−
|align="center" |0,731621
+
|align="center" |0,73439
−
|align="center" |0,734115
+
|align="center" |0,73459
−
|align="center" |0,708788
+
|align="center" |0,70879
−
|align="right" |0,682897
+
|align="center" |0,68442
−
|align="center" |0,017843
+
|align="center" |0,01649
−
|align="center" |0,071295
+
|align="center" |0,07129
−
|align="center" |0,012950
+
|align="center" |0,01318
−
|align="center" |0,014627
+
|align="center" |0,01342
−
|align="center" |0,014919
+
|align="center" |0,01451
−
|align="center" |0,046697
+
|align="center" |0,04670
−
|align="right" |0,059918
+
|align="center" |0,05915
  
 
|-
 
|-
−
|align="left" |macro_recall_c  
+
|align="left" |macro_recall_c
−
|align="center" |0,673874
+
|align="center" |0,67346
−
|align="center" |0,702280
+
|align="center" |0,70228
−
|align="center" |0,695535
+
|align="center" |0,69813
−
|align="center" |0,744183
+
|align="center" |0,74676
−
|align="center" |0,747488
+
|align="center" |0,75014
−
|align="center" |0,718471
+
|align="center" |0,71847
−
|align="right" |0,713638
+
|align="center" |0,71487
−
|align="center" |0,016413
+
|align="center" |0,01301
−
|align="center" |0,036250
+
|align="center" |0,03625
−
|align="center" |0,009255
+
|align="center" |0,00885
−
|align="center" |0,012172
+
|align="center" |0,01094
−
|align="center" |0,009247
+
|align="center" |0,00902
−
|align="center" |0,049706
+
|align="center" |0,04971
−
|align="right" |0,036998
+
|align="center" |0,03737
  
 
|-
 
|-
−
|align="left" |micro_f_1  
+
|align="left" |micro_f_1
−
|align="center" |0,669000
+
|align="center" |0,66920
−
|align="center" |0,697799
+
|align="center" |0,69780
−
|align="center" |0,637964
+
|align="center" |0,64151
−
|align="center" |0,740598
+
|align="center" |0,74222
−
|align="center" |0,742536
+
|align="center" |0,74543
−
|align="center" |0,721719
+
|align="center" |0,72172
−
|align="right" |0,701603
+
|align="center" |0,70298
−
|align="center" |0,016433
+
|align="center" |0,01831
−
|align="center" |0,038600
+
|align="center" |0,03860
−
|align="center" |0,012932
+
|align="center" |0,01314
−
|align="center" |0,014729
+
|align="center" |0,01365
−
|align="center" |0,014688
+
|align="center" |0,01424
−
|align="center" |0,036846
+
|align="center" |0,03685
−
|align="right" |0,045237
+
|align="center" |0,04512
  
 
|-
 
|-
−
|align="left" |macro_f_1_d  
+
|align="left" |macro_f_1_d
−
|align="center" |0,659306
+
|align="center" |0,66058
−
|align="center" |0,698649
+
|align="center" |0,69865
−
|align="center" |0,659555
+
|align="center" |0,66293
−
|align="center" |0,745817
+
|align="center" |0,74712
−
|align="center" |0,744532
+
|align="center" |0,74892
−
|align="center" |0,726625
+
|align="center" |0,72663
−
|align="right" |0,705747
+
|align="center" |0,70747
−
|align="center" |0,015930
+
|align="center" |0,02061
−
|align="center" |0,041316
+
|align="center" |0,04132
−
|align="center" |0,013882
+
|align="center" |0,01426
−
|align="center" |0,014937
+
|align="center" |0,01359
−
|align="center" |0,016466
+
|align="center" |0,01588
−
|align="center" |0,039125
+
|align="center" |0,03913
−
|align="right" |0,044431
+
|align="center" |0,04470
  
 
|-
 
|-
−
|align="left" |macro_f_1_c  
+
|align="left" |macro_f_1_c
−
|align="center" |0,650952
+
|align="center" |0,65099
−
|align="center" |0,664391
+
|align="center" |0,66439
−
|align="center" |0,628984
+
|align="center" |0,63257
−
|align="center" |0,720150
+
|align="center" |0,72333
−
|align="center" |0,723254
+
|align="center" |0,72580
−
|align="center" |0,712526
+
|align="center" |0,71253
−
|align="right" |0,683376
+
|align="center" |0,68493
−
|align="center" |0,016404
+
|align="center" |0,01331
−
|align="center" |0,055140
+
|align="center" |0,05514
−
|align="center" |0,011453
+
|align="center" |0,01102
−
|align="center" |0,012554
+
|align="center" |0,01102
−
|align="center" |0,011961
+
|align="center" |0,01131
−
|align="center" |0,008331
+
|align="center" |0,00833
−
|align="right" |0,044326
+
|align="center" |0,04418
 
|}
 
|}

Edição das 13h41min de 21 de setembro de 2009

Dicionários

DICIONARIO_110_SUB+BH

A ser editado!

DICIONARIO_SUBCLASSE

A ser editado!

DICIONARIO_COMPLETO

A ser editado!

DICIONARIO_COMPLETO+BH

A ser editado!

DICIONARIO_COMPLETO_CORRIGIDO

A ser editado!

DICIONARIO_SEM_STOP_STEMM_SEM_ACCENT

A ser editado!

DICIONARIO_SEM_STOP_STEMM_SEM_ACCENT_F2

A ser editado!

DICIONARIO_SEM_STOP_STEMM

A ser editado!

Train Test Vectors (TTVs)

TTV_C1S_DESC

A ser editado!

TTV_DVS1_OBJS

A ser editado!

Legenda dos Termos das Tabelas

PT

Denota a função para o cálculo dos pesos dos termos, que podem ser computados como a freqüência dos termos (term frequency (TF)) ou como a freqüência dos termos multiplicada pela freqüência inversa nos documentos (inverse document frequency (TFIDF)).

CGD

Denota as classes gramaticais desconsideradas no lexicon.

PFS

Denota a freqüência acima da qual a palavra não é incluída no lexicon.

SYNAPSES

A ser editado!

SIGMA

Valor da variância da Gaussiana das funções de transferências do PNN.

NL_WIDTH

A ser editado!

NL_HEIGHT

A ser editado!

Resultados dos Experimentos com o MLKNN, PNN, VS, WNN, WNN_COR, BN

Tabela 1.1.1

Cores: MLKNN, PNN, WNN, WNN_COR e BN Função para o cálculo dos pesos dos termos (PT): TFIDF PFS: 20000
Dicionário: DICIONARIO_COMPLETO_CORRIGIDO CGD: "prep."
Folds: 10 Número de documentos de teste por fold: 691 (o último fold possui 692) documentos
Tamanho médio do Lexicon: 3609,8 (desvio padrão de 21,17)
Construções das tabelas:
  • Linhas: build_tables_subclasse_110_vbhex100_corrigido_tfidf_F(1-10).bat
 Configurações dos Cores:
  • PNN:
    • SIGMA: 0,35
  • ML-KNN:
    • k: 100
  • WNN:
    • NL_WIDTH: 32
    • NL_HEIGHT: 32
    • SYNAPSES: 1024
  • WNN_COR:
    • NL_WIDTH: 32
    • NL_HEIGHT: 32
    • SYNAPSES: 512
Métricas Média Desvio Padrão
COREs COREs
MLKNN PNN VS WNN WNN_COR BN Total geral MLKNN PNN VS WNN WNN_COR BN Total geral
one_error 0,30820 0,25713 0,41065 0,22066 0,21473 0,22673 0,27302 0,02410 0,02989 0,01653 0,01426 0,01839 0,01764 0,07255
ranking_loss 0,01879 0,06655 0,02530 0,01969 0,01737 0,04202 0,03162 0,00224 0,06198 0,00287 0,00266 0,00261 0,07719 0,04263
coverage 3,14898 10,28191 4,00725 3,46290 3,00230 2,70097 4,43405 0,33080 9,25491 0,32829 0,34603 0,34358 0,99799 4,51779
average_precision_d 0,76963 0,79071 0,71072 0,82556 0,82785 0,73994 0,77740 0,01435 0,03184 0,01250 0,01030 0,01216 0,25472 0,10956
r_precision_d 0,65988 0,69865 0,64044 0,74660 0,74804 0,94165 0,73921 0,02038 0,04132 0,01534 0,01351 0,01587 0,64259 0,27089
hamming_loss 0,00959 0,00875 0,01127 0,00748 0,00740 0,28397 0,05474 0,00059 0,00116 0,00054 0,00047 0,00047 0,87358 0,35651
r_hamming_loss 0,68080 0,60285 0,78784 0,50798 0,50639 0,55106 0,60615 0,04090 0,08246 0,03578 0,02720 0,03214 0,09192 0,11586
exact_match 0,55593 0,59817 0,48778 0,65736 0,65591 0,66324 0,60307 0,02248 0,05455 0,02309 0,01651 0,01850 0,05191 0,07306
micro_precision 0,66795 0,69776 0,59443 0,74063 0,74271 0,73083 0,69572 0,01789 0,03856 0,01453 0,01345 0,01428 0,01139 0,05640
micro_recall 0,67045 0,69783 0,69674 0,74382 0,74817 0,73076 0,71463 0,01873 0,03864 0,01163 0,01387 0,01423 0,01131 0,03455
macro_precision_d 0,65988 0,69865 0,64044 0,74660 0,74804 0,66549 0,69318 0,02038 0,04132 0,01534 0,01351 0,01587 0,23108 0,10178
macro_recall_d 0,66189 0,69865 0,70704 0,74797 0,75035 0,66549 0,70523 0,02103 0,04132 0,01316 0,01373 0,01588 0,23108 0,09907
macro_precision_c 0,66185 0,66540 0,60152 0,73439 0,73459 0,70879 0,68442 0,01649 0,07129 0,01318 0,01342 0,01451 0,04670 0,05915
macro_recall_c 0,67346 0,70228 0,69813 0,74676 0,75014 0,71847 0,71487 0,01301 0,03625 0,00885 0,01094 0,00902 0,04971 0,03737
micro_f_1 0,66920 0,69780 0,64151 0,74222 0,74543 0,72172 0,70298 0,01831 0,03860 0,01314 0,01365 0,01424 0,03685 0,04512
macro_f_1_d 0,66058 0,69865 0,66293 0,74712 0,74892 0,72663 0,70747 0,02061 0,04132 0,01426 0,01359 0,01588 0,03913 0,04470
macro_f_1_c 0,65099 0,66439 0,63257 0,72333 0,72580 0,71253 0,68493 0,01331 0,05514 0,01102 0,01102 0,01131 0,00833 0,04418
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