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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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