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III- 4 e 2 camadas pois foram testadas outrasd combinacoes e esta resultou num menor erro

Time taken to build model: 9.81 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 521 90.2946 %

Incorrectly Classified Instances 56 9.7054 %

Kappa statistic 0.8036

Mean absolute error 0.1539

Root mean squared error 0.2827

Relative absolute error 30.8743 %

Root relative squared error 56.6338 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.971 0.173 0.863 0.971 0.914 0.931 0

0.827 0.029 0.961 0.827 0.889 0.931 1

Weighted Avg. 0.903 0.106 0.909 0.903 0.902 0.931

=== Confusion Matrix ===

a b

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IV- poca = 2

Time taken to build model: 7.58 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 306 53.0329 %

Incorrectly Classified Instances 271 46.9671 %

Kappa statistic 0

Mean absolute error 0.4964

Root mean squared error 0.4999

Relative absolute error 99.57 %

Root relative squared error 100.1517 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

1 1 0.53 1 0.693 0.407 0

0 0 0 0 0 0.407 1

Weighted Avg. 0.53 0.53 0.281 0.53 0.368 0.407

=== Confusion Matrix ===

a b

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poca = 200

Time taken to build model: 10.45 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 523 90.6412 %

Incorrectly Classified Instances 54 9.3588 %

Kappa statistic 0.8104

Mean absolute error 0.1593

Root mean squared error 0.2811

Relative absolute error 31.9564 %

Root relative squared error 56.3212 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.984 0.181 0.86 0.984 0.918 0.915 0

0.819 0.016 0.978 0.819 0.892 0.915 1

Weighted Avg. 0.906 0.104 0.915 0.906 0.905 0.915

=== Confusion Matrix ===

a b

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poca = 2000

Time taken to build model: 38.75 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 515 89.2548 %

Incorrectly Classified Instances 62 10.7452 %

Kappa statistic 0.783

Mean absolute error 0.1497

Root mean squared error 0.291

Relative absolute error 30.0306 %

Root relative squared error 58.3077 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.944 0.166 0.865 0.944 0.903 0.932 0

0.834 0.056 0.93 0.834 0.879 0.932 1

Weighted Avg. 0.893 0.114 0.896 0.893 0.892 0.932

=== Confusion Matrix ===

a b

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V- 20 por ser o mesmo, mudando isso s fica mais rapido mas a validacao continua

Time taken to build model: 3.28 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 523 90.6412 %

Incorrectly Classified Instances 54 9.3588 %

Kappa statistic 0.8102

Mean absolute error 0.1605

Root mean squared error 0.2819

Relative absolute error 32.1972 %

Root relative squared error 56.4716 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.99 0.188 0.856 0.99 0.918 0.902 0

0.812 0.01 0.987 0.812 0.891 0.902 1

Weighted Avg. 0.906 0.104 0.917 0.906 0.905 0.902

=== Confusion Matrix ===

a b

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VI-

Time taken to build model: 19.8 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 521 90.2946 %

Incorrectly Classified Instances 56 9.7054 %

Kappa statistic 0.8033

Mean absolute error 0.1677

Root mean squared error 0.2882

Relative absolute error 33.6402 %

Root relative squared error 57.7331 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.984 0.188 0.855 0.984 0.915 0.905 0

0.812 0.016 0.978 0.812 0.887 0.905 1

Weighted Avg. 0.903 0.107 0.913 0.903 0.902 0.905

=== Confusion Matrix ===

a b

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VII- ESTC

Time taken to build model: 4.71 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 520 90.1213 %

Incorrectly Classified Instances 57 9.8787 %

Kappa statistic 0.7998

Mean absolute error 0.163

Root mean squared error 0.2901

Relative absolute error 32.6956 %

Root relative squared error 58.1129 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.98 0.188 0.855 0.98 0.913 0.906 0

0.812 0.02 0.973 0.812 0.885 0.906 1

Weighted Avg. 0.901 0.109 0.91 0.901 0.9 0.906

=== Confusion Matrix ===

a b

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II-

Time taken to build model: 18.52 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 292 50.6066 %

Incorrectly Classified Instances 285 49.3934 %

Kappa statistic 0

Mean absolute error 0.4975

Root mean squared error 0.5398

Relative absolute error 99.57 %

Root relative squared error 107.8247 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

1 1 0.506 1 0.672 0.522 0

0 0 0 0 0 0.514 1

Weighted Avg. 0.506 0.506 0.256 0.506 0.34 0.518

=== Confusion Matrix ===

a b

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III- 4,2

Time taken to build model: 8.36 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 517 89.6014 %

Incorrectly Classified Instances 60 10.3986 %

Kappa statistic 0.7915

Mean absolute error 0.1478

Root mean squared error 0.2981

Relative absolute error 29.5751 %

Root relative squared error 59.5502 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.986 0.196 0.837 0.986 0.906 0.91 0

0.804 0.014 0.983 0.804 0.884 0.91 1

Weighted Avg. 0.896 0.106 0.909 0.896 0.895 0.91

=== Confusion Matrix ===

a b

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IV- poca =2 com a(default) pois resultado melhor q as camadas escondidas

ime taken to build model: 8.66 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 506 87.695 %

Incorrectly Classified Instances 71 12.305 %

Kappa statistic 0.7532

Mean absolute error 0.1732

Root mean squared error 0.3144

Relative absolute error 34.6659 %

Root relative squared error 62.7903 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.986 0.235 0.811 0.986 0.89 0.919 0

0.765 0.014 0.982 0.765 0.86 0.919 1

Weighted Avg. 0.877 0.126 0.896 0.877 0.875 0.919

=== Confusion Matrix ===

a b

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POCA =200

Time taken to build model: 14.94 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 517 89.6014 %

Incorrectly Classified Instances 60 10.3986 %

Kappa statistic 0.7915

Mean absolute error 0.1302

Root mean squared error 0.2877

Relative absolute error 26.0523 %

Root relative squared error 57.4574 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.986 0.196 0.837 0.986 0.906 0.937 0

0.804 0.014 0.983 0.804 0.884 0.937 1

Weighted Avg. 0.896 0.106 0.909 0.896 0.895 0.937

=== Confusion Matrix ===

a b

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poca = 2000

Time taken to build model: 34.72 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 512 88.7348 %

Incorrectly Classified Instances 65 11.2652 %

Kappa statistic 0.7743

Mean absolute error 0.1284

Root mean squared error 0.3039

Relative absolute error 25.6922 %

Root relative squared error 60.6911 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.952 0.179 0.845 0.952 0.895 0.934 0

0.821 0.048 0.944 0.821 0.878 0.934 1

Weighted Avg. 0.887 0.114 0.894 0.887 0.887 0.934

=== Confusion Matrix ===

a b

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V-

Time taken to build model: 5.71 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 518 89.7747 %

Incorrectly Classified Instances 59 10.2253 %

Kappa statistic 0.795

Mean absolute error 0.1341

Root mean squared error 0.2901

Relative absolute error 26.8437 %

Root relative squared error 57.933 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.99 0.196 0.838 0.99 0.907 0.927 0

0.804 0.01 0.987 0.804 0.886 0.927 1

Weighted Avg. 0.898 0.105 0.911 0.898 0.897 0.927

=== Confusion Matrix ===

a b

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VI-

Time taken to build model: 41.09 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 509 88.2149 %

Incorrectly Classified Instances 68 11.7851 %

Kappa statistic 0.7637

Mean absolute error 0.1654

Root mean squared error 0.3072

Relative absolute error 33.112 %

Root relative squared error 61.3547 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.976 0.214 0.824 0.976 0.893 0.92 0

0.786 0.024 0.97 0.786 0.868 0.92 1

Weighted Avg. 0.882 0.12 0.896 0.882 0.881 0.92

=== Confusion Matrix ===

a b

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VII-

Time taken to build model: 5.54 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 519 89.948 %

Incorrectly Classified Instances 58 10.052 %

Kappa statistic 0.7985

Mean absolute error 0.1345

Root mean squared error 0.2886

Relative absolute error 26.926 %

Root relative squared error 57.6358 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.993 0.196 0.838 0.993 0.909 0.931 0

0.804 0.007 0.991 0.804 0.888 0.931 1

Weighted Avg. 0.899 0.103 0.914 0.899 0.898 0.931

=== Confusion Matrix ===

a b

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II-

Time taken to build model: 10.7 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 326 56.4991 %

Incorrectly Classified Instances 251 43.5009 %

Kappa statistic 0

Mean absolute error 0.4945

Root mean squared error 0.4963

Relative absolute error 99.1517 %

Root relative squared error 99.492 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

1 1 0.565 1 0.722 0.493 0

0 0 0 0 0 0.485 1

Weighted Avg. 0.565 0.565 0.319 0.565 0.408 0.489

=== Confusion Matrix ===

a b

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III- 4,2

Time taken to build model: 8.23 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 515 89.2548 %

Incorrectly Classified Instances 62 10.7452 %

Kappa statistic 0.7786

Mean absolute error 0.1766

Root mean squared error 0.3099

Relative absolute error 35.4209 %

Root relative squared error 62.1198 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.948 0.179 0.873 0.948 0.909 0.922 0

0.821 0.052 0.924 0.821 0.869 0.922 1

Weighted Avg. 0.893 0.124 0.895 0.893 0.892 0.922

=== Confusion Matrix ===

a b

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IV defiuit epoca= 2

Time taken to build model: 5.75 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 512 88.7348 %

Incorrectly Classified Instances 65 11.2652 %

Kappa statistic 0.7682

Mean absolute error 0.1945

Root mean squared error 0.3083

Relative absolute error 39.0003 %

Root relative squared error 61.8035 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.939 0.179 0.872 0.939 0.904 0.915 0

0.821 0.061 0.912 0.821 0.864 0.915 1

Weighted Avg. 0.887 0.128 0.889 0.887 0.886 0.915

=== Confusion Matrix ===

a b

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Epoca 200

Time taken to build model: 7.89 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 512 88.7348 %

Incorrectly Classified Instances 65 11.2652 %

Kappa statistic 0.7697

Mean absolute error 0.1509

Root mean squared error 0.3029

Relative absolute error 30.2574 %

Root relative squared error 60.7245 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.917 0.151 0.887 0.917 0.902 0.926 0

0.849 0.083 0.888 0.849 0.868 0.926 1

Weighted Avg. 0.887 0.122 0.887 0.887 0.887 0.926

=== Confusion Matrix ===

a b

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Epoca 2000

Time taken to build model: 45.52 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 514 89.0815 %

Incorrectly Classified Instances 63 10.9185 %

Kappa statistic 0.7765

Mean absolute error 0.1526

Root mean squared error 0.3074

Relative absolute error 30.59 %

Root relative squared error 61.6267 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.923 0.151 0.888 0.923 0.905 0.927 0

0.849 0.077 0.895 0.849 0.871 0.927 1

Weighted Avg. 0.891 0.119 0.891 0.891 0.89 0.927

=== Confusion Matrix ===

a b

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V-

Time taken to build model: 3.37 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 518 89.7747 %

Incorrectly Classified Instances 59 10.2253 %

Kappa statistic 0.7894

Mean absolute error 0.1447

Root mean squared error 0.2887

Relative absolute error 29.0122 %

Root relative squared error 57.8839 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.951 0.171 0.878 0.951 0.913 0.921 0

0.829 0.049 0.929 0.829 0.876 0.921 1

Weighted Avg. 0.898 0.118 0.9 0.898 0.897 0.921

=== Confusion Matrix ===

a b

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VI-

Time taken to build model: 11.72 seconds

=== Evaluation on test set ===

=== Summary ===

Correctly Classified Instances 521 90.2946 %

Incorrectly Classified Instances 56 9.7054 %

Kappa statistic 0.8004

Mean absolute error 0.1475

Root mean squared error 0.2924

Relative absolute error 29.5687 %

Root relative squared error 58.6281 %

Total Number of Instances 577

=== Detailed Accuracy By Class ===

TP Rate FP Rate Precision Recall F-Measure ROC Area Class

0.951 0.159 0.886 0.951 0.917 0.925 0

0.841 0.049 0.93 0.841 0.883 0.925 1

Weighted Avg. 0.903 0.111 0.905 0.903 0.902 0.925

=== Confusion Matrix ===

a b

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