[418bf5]: / benchmark / prostate-singh / prostateSingh_c.classification.results.csv

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# ID classifier Options OptimizedValue SearchMode nbrOfFeatures TRAIN_10CV_ACC TRAIN_10CV_AUC TRAIN_10CV_AUPRC TRAIN_10CV_SEN TRAIN_10CV_SPE TRAIN_10CV_MCC TRAIN_10CV_BER TRAIN_10CV_FPR TRAIN_10CV_FNR TRAIN_10CV_PPV TRAIN_10CV_FDR TRAIN_10CV_Fscore TRAIN_10CV_kappa TRAIN_matrix TRAIN_LOOCV_ACC TRAIN_LOOCV_AUC TRAIN_LOOCV_AUPRC TRAIN_LOOCV_SEN TRAIN_LOOCV_SPE TRAIN_LOOCV_MCC TRAIN_LOOCV_BER TRAIN_RH_ACC TRAIN_RH_AUC TRAIN_RH_AUPRC TRAIN_RH_SEN TRAIN_RH_SPE TRAIN_RH_MCC TRAIN_RH_BER TRAIN_BS_ACC TRAIN_BS_AUC TRAIN_BS_AUPRC TRAIN_BS_SEN TRAIN_BS_SPE TRAIN_BS_MCC TRAIN_BS_BER TRAIN_BS.632+ TEST_ACC TEST_AUC TEST_AUPRC TEST_SEN TEST_SPE TEST_MCC TEST_BER TRAIN_TEST_RH_ACC TRAIN_TEST_RH_AUC TRAIN_TEST_RH_AUPRC TRAIN_TEST_RH_SEN TRAIN_TEST_RH_SPE TRAIN_TEST_RH_MCC TRAIN_TEST_RH_BER TRAIN_TEST_BS_ACC TRAIN_TEST_BS_AUC TRAIN_TEST_BS_AUPRC TRAIN_TEST_BS_SEN TRAIN_TEST_BS_SPE TRAIN_TEST_BS_MCC TRAIN_TEST_BS_BER TRAIN_TEST_BS.632+ AVG_BER STD_BER AVG_MCC STD_MCC AttributeList
1 lazy.IB1_MCC_top1_1_0.8137_246 lazy.IB1 MCC top1 1 0.8137 0.8131 0.7552 0.8137 0.8124 0.628 0.1869 0.1876 0.1863 0.8146 0.1854 0.8135 0.6269 [39 11] [8 44] 0.8137 0.8131 0.7552 0.8137 0.8124 0.628 0.1869 0.803 0.805 0.754 0.803 0.807 0.613 0.195 0.8 0.804 0.753 0.8 0.808 0.61 0.196 0.166 0.191 0.005 0.62 0.01 1 2 494
2 rules.ZeroR_AUC_top1_1_0.5098_798 rules.ZeroR AUC top1 1 0.5098 0.4846 0.4929 0.5098 0.4902 0 0.5 0.5098 0.4902 0.2599 0.7401 0.3443 0 [0 50] [0 52] 0.5098 0 0.5002 0.5098 0.4902 0 0.5 0.456 0.5 0.508 0.456 0.544 0 0.5 0.464 0.5 0.509 0.464 0.536 0 0.5 0.52 0.5 0 0 0 1 2 494
3 lazy.IB1_AUC_top40_40_0.9118_913 lazy.IB1 AUC top40 40 0.9118 0.9119 0.8756 0.9118 0.9121 0.8237 0.0881 0.0879 0.0882 0.912 0.088 0.9118 0.8235 [46 4] [5 47] 0.9118 0.9119 0.8756 0.9118 0.9121 0.8237 0.0881 0.91 0.91 0.877 0.91 0.91 0.822 0.09 0.903 0.905 0.87 0.903 0.907 0.809 0.095 0.064 0.09 0.003 0.82 0.007 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 494
4 lazy.IB1_BER_top15_15_0.9412_610 lazy.IB1 BER top15 15 0.9412 0.9412 0.9152 0.9412 0.9411 0.8823 0.0588 0.0589 0.0588 0.9412 0.0588 0.9412 0.8823 [47 3] [3 49] 0.9608 0.9604 0.9428 0.9608 0.96 0.9222 0.0396 0.939 0.94 0.917 0.939 0.941 0.879 0.06 0.947 0.948 0.927 0.947 0.949 0.895 0.052 0.044 0.053 0.009 0.895 0.02 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
5 misc.HyperPipes_FDR_top15_15_0.9118_255 misc.HyperPipes FDR top15 15 0.9118 0.9613 0.9558 0.9118 0.9136 0.8278 0.0873 0.0864 0.0882 0.9159 0.0841 0.9116 0.8238 [48 2] [7 45] 0.902 0.9615 0.9544 0.902 0.9042 0.8099 0.0969 0.913 0.97 0.968 0.913 0.917 0.833 0.085 0.925 0.974 0.972 0.925 0.929 0.856 0.073 0.075 0.086 0.01 0.832 0.019 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
6 trees.DecisionStump_FDR_top100_100_0.8431_666 trees.DecisionStump FDR top100 100 0.8431 0.8337 0.8021 0.8431 0.8415 0.6878 0.1577 0.1585 0.1569 0.845 0.155 0.8428 0.6857 [40 10] [6 46] 0.8725 0.7846 0.851 0.8725 0.8698 0.7515 0.1288 0.828 0.829 0.782 0.828 0.831 0.663 0.171 0.834 0.836 0.79 0.834 0.839 0.679 0.164 0.162 0.155 0.019 0.695 0.039 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 494
7 lazy.IB1_MCC_top75_75_0.9314_960 lazy.IB1 MCC top75 75 0.9314 0.9319 0.9028 0.9314 0.9325 0.8643 0.0681 0.0675 0.0686 0.9329 0.0671 0.9314 0.8629 [48 2] [5 47] 0.9314 0.9319 0.9028 0.9314 0.9325 0.8643 0.0681 0.917 0.918 0.887 0.917 0.919 0.836 0.082 0.92 0.921 0.891 0.92 0.922 0.842 0.079 0.052 0.074 0.007 0.852 0.015 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 494
8 trees.J48_BER_top1_1_0.8627_436 trees.J48 -S -C 0.25 -M 2 BER top1 1 0.8627 0.8421 0.8113 0.8627 0.8603 0.7298 0.1385 0.1397 0.1373 0.8675 0.1325 0.8621 0.7247 [40 10] [4 48] 0.8725 0.7846 0.851 0.8725 0.8698 0.7515 0.1288 0.857 0.862 0.821 0.857 0.861 0.725 0.141 0.85 0.854 0.822 0.85 0.849 0.705 0.151 0.134 0.14 0.009 0.728 0.019 1 2 494
9 trees.DecisionStump_AUC_top40_40_0.8431_730 trees.DecisionStump AUC top40 40 0.8431 0.8337 0.8021 0.8431 0.8415 0.6878 0.1577 0.1585 0.1569 0.845 0.155 0.8428 0.6857 [40 10] [6 46] 0.8725 0.7846 0.851 0.8725 0.8698 0.7515 0.1288 0.828 0.832 0.784 0.828 0.837 0.664 0.168 0.835 0.837 0.792 0.835 0.839 0.681 0.163 0.152 0.154 0.018 0.696 0.038 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 494
10 trees.ExtraTree_MCC_top1_1_0.8137_444 trees.ExtraTree -K -1 -N -1 -S 1 MCC top1 1 0.8137 0.8135 0.7552 0.8137 0.8132 0.6273 0.1865 0.1868 0.1863 0.8138 0.1862 0.8137 0.6272 [40 10] [9 43] 0.7843 0.7842 0.723 0.7843 0.7841 0.5685 0.2158 0.796 0.797 0.746 0.796 0.797 0.599 0.203 0.81 0.81 0.76 0.81 0.81 0.623 0.19 0.171 0.199 0.013 0.604 0.027 1 2 494
11 trees.REPTree_FDR_top15_15_0.8627_268 trees.REPTree -M 2 -V 0.001 -N 3 -S 1 -L -1 -I 0.0 FDR top15 15 0.8627 0.8773 0.8435 0.8627 0.8626 0.7254 0.1373 0.1374 0.1373 0.8627 0.1373 0.8627 0.7254 [43 7] [7 45] 0.8725 0.9079 0.8997 0.8725 0.8721 0.745 0.1277 0.84 0.839 0.796 0.84 0.838 0.684 0.161 0.844 0.855 0.815 0.844 0.848 0.698 0.154 0.127 0.145 0.015 0.713 0.027 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
12 functions.VotedPerceptron_MCC_top50_50_0.8627_532 functions.VotedPerceptron -I 1 -E 1.0 -S 1 -M 10000 MCC top50 50 0.8627 0.9263 0.9079 0.8627 0.8603 0.7298 0.1385 0.1397 0.1373 0.8675 0.1325 0.8621 0.7247 [40 10] [4 48] 0.8922 0.9369 0.9216 0.8922 0.894 0.7884 0.1069 0.862 0.935 0.914 0.862 0.877 0.754 0.13 0.887 0.947 0.927 0.887 0.896 0.793 0.108 0.102 0.121 0.016 0.766 0.03 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 494
13 trees.CDT_FDR_top15_15_0.8529_868 trees.CDT -SIDM 1.0 -KTHRootAttribute 1 -M 2 -V 0.001 -N 3 -S 1 -L -1 -I 0.0 FDR top15 15 0.8529 0.8746 0.8433 0.8529 0.8524 0.7058 0.1473 0.1476 0.1471 0.853 0.147 0.8529 0.7057 [42 8] [7 45] 0.8824 0.91 0.9006 0.8824 0.8815 0.765 0.1181 0.857 0.861 0.82 0.857 0.86 0.719 0.141 0.841 0.841 0.804 0.841 0.843 0.691 0.158 0.129 0.141 0.017 0.72 0.032 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
14 bayes.AveragedNDependenceEstimators.A2DE_MCC_top10_10_0.9314_53 bayes.AveragedNDependenceEstimators.A2DE -F 1 -M 1.0 MCC top10 10 0.9314 0.9504 0.9322 0.9314 0.9325 0.8643 0.0681 0.0675 0.0686 0.9329 0.0671 0.9314 0.8629 [48 2] [5 47] 0.9118 0.9465 0.9343 0.9118 0.9136 0.8278 0.0873 0.903 0.958 0.955 0.903 0.903 0.808 0.097 0.913 0.96 0.958 0.913 0.915 0.829 0.086 0.077 0.085 0.012 0.832 0.023 1 2 3 4 5 6 7 8 9 10 11 494
15 rules.Ridor_AUC_top10_10_0.8333_918 rules.Ridor -F 3 -S 1 -N 2.0 AUC top10 10 0.8333 0.8327 0.7778 0.8333 0.8321 0.6673 0.1673 0.1679 0.1667 0.8343 0.1657 0.8331 0.6662 [40 10] [7 45] 0.8039 0.8038 0.7443 0.8039 0.8038 0.6077 0.1962 0.863 0.866 0.825 0.863 0.869 0.735 0.134 0.86 0.861 0.818 0.86 0.862 0.728 0.139 0.113 0.159 0.029 0.684 0.06 1 2 3 4 5 6 7 8 9 10 11 494
16 bayes.AveragedNDependenceEstimators.A1DE_MCC_top20_20_0.9412_458 bayes.AveragedNDependenceEstimators.A1DE -F 1 -M 1.0 MCC top20 20 0.9412 0.9577 0.9432 0.9412 0.9419 0.8831 0.0585 0.0581 0.0588 0.9419 0.0581 0.9412 0.8824 [48 2] [4 48] 0.9314 0.9596 0.9502 0.9314 0.9325 0.8643 0.0681 0.928 0.967 0.967 0.928 0.93 0.858 0.071 0.926 0.963 0.963 0.926 0.93 0.856 0.072 0.067 0.067 0.006 0.865 0.012 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
17 lazy.IB1_FDR_top100_100_0.9118_344 lazy.IB1 FDR top100 100 0.9118 0.9119 0.8756 0.9118 0.9121 0.8237 0.0881 0.0879 0.0882 0.912 0.088 0.9118 0.8235 [46 4] [5 47] 0.9118 0.9119 0.8756 0.9118 0.9121 0.8237 0.0881 0.91 0.91 0.878 0.91 0.91 0.822 0.09 0.914 0.914 0.883 0.914 0.915 0.83 0.086 0.063 0.088 0.002 0.825 0.004 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 494
18 lazy.IBkLG_FDR_top100_100_0.9118_722 lazy.IBkLG FDR top100 100 0.9118 0.9015 0.873 0.9118 0.9121 0.8237 0.0881 0.0879 0.0882 0.912 0.088 0.9118 0.8235 [46 4] [5 47] 0.9118 0.9042 0.8785 0.9118 0.9121 0.8237 0.0881 0.906 0.905 0.895 0.906 0.91 0.814 0.092 0.916 0.918 0.911 0.916 0.917 0.832 0.084 0.062 0.088 0.003 0.823 0.007 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 494
19 rules.NNge_ACC_top10_10_0.9118_659 rules.NNge -G 5 -I 5 ACC top10 10 0.9118 0.9115 0.8754 0.9118 0.9113 0.8236 0.0885 0.0887 0.0882 0.9119 0.0881 0.9117 0.8234 [45 5] [4 48] 0.9118 0.9115 0.8754 0.9118 0.9113 0.8236 0.0885 0.907 0.908 0.876 0.907 0.91 0.82 0.092 0.906 0.907 0.875 0.906 0.908 0.818 0.093 0.066 0.09 0.002 0.821 0.003 1 2 3 4 5 6 7 8 9 10 11 494
20 trees.HoeffdingTree_BER_top10_10_0.9314_263 trees.HoeffdingTree -L 2 -S 1 -E 1.0E-7 -H 0.05 -M 0.01 -G 200.0 -N 0.0 BER top10 10 0.9314 0.9607 0.9482 0.9314 0.9325 0.8643 0.0681 0.0675 0.0686 0.9329 0.0671 0.9314 0.8629 [48 2] [5 47] 0.9314 0.9617 0.9481 0.9314 0.9325 0.8643 0.0681 0.935 0.97 0.962 0.935 0.935 0.872 0.065 0.934 0.969 0.961 0.934 0.934 0.87 0.066 0.068 0.067 0.002 0.868 0.004 1 2 3 4 5 6 7 8 9 10 11 494
21 bayes.AveragedNDependenceEstimators.A1DE_FDR_top25_25_0.9412_562 bayes.AveragedNDependenceEstimators.A1DE -F 1 -M 1.0 FDR top25 25 0.9412 0.9527 0.9382 0.9412 0.9419 0.8831 0.0585 0.0581 0.0588 0.9419 0.0581 0.9412 0.8824 [48 2] [4 48] 0.9412 0.9546 0.937 0.9412 0.9419 0.8831 0.0585 0.917 0.963 0.962 0.917 0.92 0.836 0.081 0.916 0.966 0.966 0.916 0.917 0.836 0.083 0.062 0.07 0.014 0.86 0.027 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
22 functions.SPegasos_AUC_top5_5_0.8824_381 functions.SPegasos -F 0 -L 1.0E-4 -E 500 -N -M AUC top5 5 0.8824 0.8812 0.8386 0.8824 0.88 0.7694 0.1188 0.12 0.1176 0.8875 0.1125 0.8818 0.7641 [41 9] [3 49] 0.902 0.9023 0.8631 0.902 0.9027 0.8046 0.0977 0.883 0.882 0.85 0.883 0.882 0.779 0.118 0.892 0.894 0.862 0.892 0.896 0.796 0.106 0.207 0.11 0.01 0.787 0.016 1 2 3 4 5 6 494
23 rules.PART_AUC_top15_15_0.8529_329 rules.PART -M 2 -C 0.25 -Q 1 AUC top15 15 0.8529 0.8244 0.775 0.8529 0.8524 0.7058 0.1473 0.1476 0.1471 0.853 0.147 0.8529 0.7057 [42 8] [7 45] 0.9118 0.8687 0.8873 0.9118 0.9121 0.8237 0.0881 0.858 0.858 0.818 0.858 0.861 0.721 0.14 0.859 0.861 0.823 0.859 0.859 0.724 0.141 0.113 0.129 0.028 0.744 0.054 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
24 rules.OLM_ACC_top5_5_0.6275_41 rules.OLM -R 0 -C 1 -U 0 ACC top5 5 0.6275 0.6342 0.6013 0.6275 0.641 0.369 0.3658 0.359 0.3725 0.7572 0.2428 0.5781 0.2648 [49 1] [37 15] 0.6373 0.6438 0.6093 0.6373 0.6504 0.3859 0.3562 0.629 0.627 0.606 0.629 0.625 0.365 0.373 0.6 0.617 0.597 0.6 0.634 0.34 0.383 0.405 0.369 0.011 0.365 0.019 1 2 3 4 5 6 494
25 functions.SimpleLogistic_BER_top20_20_0.9216_465 functions.SimpleLogistic -I 0 -P -M 500 -H 50 -W 0.0 -A BER top20 20 0.9216 0.9558 0.9436 0.9216 0.923 0.8459 0.0777 0.077 0.0784 0.9243 0.0757 0.9215 0.8433 [48 2] [6 46] 0.9118 0.9435 0.9046 0.9118 0.9129 0.8251 0.0877 0.916 0.964 0.963 0.916 0.92 0.836 0.082 0.921 0.962 0.962 0.921 0.922 0.844 0.079 0.073 0.082 0.004 0.838 0.009 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
26 bayes.AveragedNDependenceEstimators.A1DE_BER_top40_40_0.9314_494 bayes.AveragedNDependenceEstimators.A1DE -F 1 -M 1.0 BER top40 40 0.9314 0.9615 0.9464 0.9314 0.9317 0.8629 0.0685 0.0683 0.0686 0.9316 0.0684 0.9314 0.8627 [47 3] [4 48] 0.9412 0.9631 0.943 0.9412 0.9419 0.8831 0.0585 0.927 0.965 0.964 0.927 0.931 0.858 0.071 0.921 0.961 0.96 0.921 0.921 0.845 0.079 0.061 0.069 0.008 0.862 0.016 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 494
27 trees.LADTree_ACC_top1_1_0.8235_793 trees.LADTree -B 10 ACC top1 1 0.8235 0.9123 0.8969 0.8235 0.8226 0.6472 0.1769 0.1774 0.1765 0.8239 0.1761 0.8234 0.6467 [40 10] [8 44] 0.8529 0.9235 0.9324 0.8529 0.8509 0.7086 0.1481 0.809 0.895 0.878 0.809 0.811 0.624 0.19 0.82 0.902 0.885 0.82 0.823 0.644 0.179 0.151 0.173 0.018 0.656 0.037 1 2 494
28 rules.PART_FDR_top30_30_0.8431_438 rules.PART -M 2 -C 0.25 -Q 1 FDR top30 30 0.8431 0.8027 0.7527 0.8431 0.8422 0.6864 0.1573 0.1578 0.1569 0.8435 0.1565 0.843 0.6859 [41 9] [7 45] 0.8529 0.7919 0.8137 0.8529 0.854 0.7073 0.1465 0.848 0.849 0.809 0.848 0.851 0.702 0.151 0.856 0.862 0.822 0.856 0.858 0.718 0.143 0.121 0.149 0.006 0.703 0.013 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 494
29 bayes.AveragedNDependenceEstimators.A2DE_BER_top20_20_0.9412_690 bayes.AveragedNDependenceEstimators.A2DE -F 1 -S -M 1.0 -W BER top20 20 0.9412 0.9588 0.9489 0.9412 0.9419 0.8831 0.0585 0.0581 0.0588 0.9419 0.0581 0.9412 0.8824 [48 2] [4 48] 0.9412 0.9608 0.9575 0.9412 0.9411 0.8823 0.0588 0.932 0.965 0.966 0.932 0.934 0.866 0.067 0.925 0.967 0.966 0.925 0.928 0.854 0.074 0.066 0.065 0.007 0.871 0.014 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
30 trees.J48_AUC_top20_20_0.8529_561 trees.J48 -C 0.25 -M 2 AUC top20 20 0.8529 0.82 0.7718 0.8529 0.8524 0.7058 0.1473 0.1476 0.1471 0.853 0.147 0.8529 0.7057 [42 8] [7 45] 0.8529 0.7958 0.8322 0.8529 0.8524 0.7058 0.1473 0.851 0.856 0.819 0.851 0.859 0.711 0.145 0.841 0.846 0.812 0.841 0.845 0.691 0.157 0.129 0.149 0.005 0.703 0.009 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
31 trees.J48Consolidated_MCC_top25_25_0.8627_754 trees.J48Consolidated -C 0.25 -M 2 -Q 1 -RM-N 5.0 -RM-B -2 -RM-D 50.0 MCC top25 25 0.8627 0.8358 0.7882 0.8627 0.8626 0.7254 0.1373 0.1374 0.1373 0.8627 0.1373 0.8627 0.7254 [43 7] [7 45] 0.8627 0.7977 0.7654 0.8627 0.8626 0.7254 0.1373 0.844 0.847 0.81 0.844 0.845 0.694 0.156 0.844 0.844 0.809 0.844 0.846 0.696 0.155 0.126 0.146 0.011 0.71 0.018 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
32 rules.PART_BER_top50_50_0.8627_165 rules.PART -M 2 -C 0.25 -Q 1 BER top50 50 0.8627 0.8635 0.8257 0.8627 0.8634 0.7262 0.1369 0.1366 0.1373 0.8634 0.1366 0.8627 0.7256 [44 6] [8 44] 0.8627 0.7579 0.798 0.8627 0.8634 0.7262 0.1369 0.856 0.856 0.817 0.856 0.856 0.718 0.144 0.852 0.858 0.816 0.852 0.858 0.712 0.145 0.115 0.141 0.004 0.721 0.007 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 494
33 trees.J48_FDR_top50_50_0.8137_485 trees.J48 -R -N 3 -Q 1 -M 2 -A FDR top50 50 0.8137 0.8454 0.821 0.8137 0.8147 0.6288 0.1858 0.1853 0.1863 0.815 0.185 0.8137 0.6277 [42 8] [11 41] 0.8725 0.8769 0.872 0.8725 0.8721 0.745 0.1277 0.843 0.852 0.809 0.843 0.846 0.696 0.156 0.837 0.847 0.804 0.837 0.839 0.679 0.162 0.13 0.158 0.024 0.687 0.048 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 494
34 rules.OLM_MCC_top25_25_0.4902_475 rules.OLM -R 0 -C 1 -U 0 MCC top25 25 0.4902 0.5 0.5002 0.4902 0.5098 0 0.5 0.4902 0.5098 0.2403 0.7597 0.3225 0 [50 0] [52 0] 0.4902 0.5 0.5002 0.4902 0.5098 0 0.5 0.485 0.5 0.509 0.485 0.515 0 0.5 0.486 0.5 0.508 0.486 0.514 0 0.5 0.625 0.5 0 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
35 functions.SPegasos_MCC_top20_20_0.902_386 functions.SPegasos -F 0 -L 1.0E-4 -E 500 -M MCC top20 20 0.902 0.9015 0.8626 0.902 0.9011 0.8043 0.0985 0.0989 0.098 0.9025 0.0975 0.9019 0.8037 [44 6] [4 48] 0.8824 0.8823 0.8374 0.8824 0.8823 0.7646 0.1177 0.897 0.898 0.863 0.897 0.899 0.797 0.102 0.894 0.896 0.859 0.894 0.898 0.793 0.104 0.092 0.106 0.008 0.79 0.017 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
36 functions.SPegasos_FDR_top25_25_0.8824_772 functions.SPegasos -F 0 -L 1.0E-4 -E 500 -N -M FDR top25 25 0.8824 0.8815 0.8378 0.8824 0.8807 0.7666 0.1185 0.1193 0.1176 0.8845 0.1155 0.8821 0.7643 [42 8] [4 48] 0.8627 0.8623 0.8129 0.8627 0.8619 0.7257 0.1377 0.853 0.855 0.826 0.853 0.858 0.731 0.145 0.877 0.877 0.841 0.877 0.877 0.765 0.123 0.223 0.131 0.012 0.747 0.022 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
37 functions.SPegasos_AUC_top15_15_0.8922_410 functions.SPegasos -F 0 -L 1.0E-4 -E 500 AUC top15 15 0.8922 0.8923 0.8501 0.8922 0.8925 0.7845 0.1077 0.1075 0.1078 0.8923 0.1077 0.8922 0.7843 [45 5] [6 46] 0.8922 0.8919 0.8498 0.8922 0.8917 0.7843 0.1081 0.913 0.913 0.881 0.913 0.913 0.828 0.087 0.912 0.911 0.88 0.912 0.911 0.824 0.089 0.074 0.098 0.012 0.805 0.024 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
38 bayes.AveragedNDependenceEstimators.A1DE_BER_top30_30_0.9314_356 bayes.AveragedNDependenceEstimators.A1DE -F 1 -S -M 1.0 BER top30 30 0.9314 0.9592 0.9446 0.9314 0.9317 0.8629 0.0685 0.0683 0.0686 0.9316 0.0684 0.9314 0.8627 [47 3] [4 48] 0.9412 0.9569 0.9372 0.9412 0.9419 0.8831 0.0585 0.923 0.967 0.966 0.923 0.926 0.849 0.075 0.93 0.965 0.964 0.93 0.931 0.861 0.069 0.064 0.068 0.007 0.864 0.014 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 494
39 functions.RBFNetwork_MCC_top10_10_0.902_604 functions.RBFNetwork -B 5 -S 1 -R 1.0E-8 -M -1 -W 0.1 MCC top10 10 0.902 0.8798 0.8362 0.902 0.9011 0.8043 0.0985 0.0989 0.098 0.9025 0.0975 0.9019 0.8037 [44 6] [4 48] 0.8824 0.8935 0.8686 0.8824 0.883 0.7654 0.1173 0.895 0.91 0.897 0.895 0.896 0.795 0.104 0.902 0.913 0.898 0.902 0.903 0.809 0.097 0.093 0.104 0.009 0.793 0.02 1 2 3 4 5 6 7 8 9 10 11 494
40 lazy.KStar_FDR_top5_5_0.951_943 lazy.KStar -B 20 -M a FDR top5 5 0.951 0.9592 0.9417 0.951 0.9513 0.9021 0.0488 0.0487 0.049 0.9512 0.0488 0.951 0.902 [48 2] [3 49] 0.951 0.9581 0.9342 0.951 0.9513 0.9021 0.0488 0.922 0.968 0.969 0.922 0.925 0.848 0.077 0.919 0.968 0.969 0.919 0.924 0.842 0.078 0.056 0.063 0.017 0.874 0.033 1 2 3 4 5 6 494
41 functions.SPegasos_FDR_top30_30_0.8824_626 functions.SPegasos -F 0 -L 1.0E-4 -E 500 FDR top30 30 0.8824 0.8823 0.8374 0.8824 0.8823 0.7646 0.1177 0.1177 0.1176 0.8824 0.1176 0.8824 0.7646 [44 6] [6 46] 0.8922 0.8919 0.8498 0.8922 0.8917 0.7843 0.1081 0.88 0.881 0.842 0.88 0.882 0.766 0.119 0.883 0.885 0.845 0.883 0.886 0.771 0.115 0.087 0.115 0.005 0.771 0.009 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 494
42 rules.PART_ACC_top75_75_0.8529_405 rules.PART -M 2 -C 0.25 -Q 1 ACC top75 75 0.8529 0.8408 0.7978 0.8529 0.854 0.7073 0.1465 0.146 0.1471 0.8543 0.1457 0.8529 0.7061 [44 6] [9 43] 0.8529 0.8767 0.8553 0.8529 0.8532 0.706 0.1469 0.847 0.855 0.812 0.847 0.853 0.701 0.15 0.838 0.844 0.801 0.838 0.841 0.683 0.161 0.123 0.151 0.007 0.699 0.011 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 494
43 functions.SPegasos_ACC_top1_1_0.8039_485 functions.SPegasos -F 0 -L 1.0E-4 -E 500 -N ACC top1 1 0.8039 0.8023 0.7455 0.8039 0.8007 0.6141 0.1977 0.1993 0.1961 0.811 0.189 0.8024 0.6065 [36 14] [6 46] 0.8725 0.8715 0.8258 0.8725 0.8705 0.7481 0.1285 0.831 0.833 0.793 0.831 0.835 0.686 0.167 0.831 0.832 0.791 0.831 0.834 0.683 0.168 0.152 0.165 0.028 0.683 0.055 1 2 494
44 bayes.NaiveBayes_FDR_top25_25_0.9216_266 bayes.NaiveBayes -K FDR top25 25 0.9216 0.9545 0.9412 0.9216 0.9223 0.8438 0.0781 0.0777 0.0784 0.9223 0.0777 0.9216 0.8432 [47 3] [5 47] 0.9216 0.9541 0.9417 0.9216 0.9223 0.8438 0.0781 0.927 0.961 0.953 0.927 0.929 0.857 0.072 0.929 0.957 0.948 0.929 0.928 0.862 0.071 0.069 0.075 0.004 0.852 0.009 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
45 bayes.AveragedNDependenceEstimators.A1DE_AUC_top75_75_0.9216_170 bayes.AveragedNDependenceEstimators.A1DE -F 1 -M 1.0 -W AUC top75 75 0.9216 0.9653 0.9456 0.9216 0.9215 0.8431 0.0785 0.0785 0.0784 0.9216 0.0784 0.9216 0.8431 [46 4] [4 48] 0.9216 0.9654 0.9458 0.9216 0.9223 0.8438 0.0781 0.928 0.964 0.963 0.928 0.932 0.859 0.07 0.926 0.965 0.962 0.926 0.929 0.855 0.073 0.053 0.075 0.004 0.85 0.008 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 494
46 rules.Ridor_ACC_top50_50_0.8529_348 rules.Ridor -F 3 -S 1 -N 2.0 ACC top50 50 0.8529 0.8523 0.8011 0.8529 0.8517 0.7067 0.1477 0.1483 0.1471 0.854 0.146 0.8527 0.7054 [41 9] [6 46] 0.8725 0.8727 0.8253 0.8725 0.8728 0.7452 0.1273 0.851 0.851 0.808 0.851 0.851 0.708 0.149 0.849 0.852 0.808 0.849 0.854 0.709 0.148 0.12 0.143 0.01 0.717 0.019 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 494
47 functions.SPegasos_BER_top1_1_0.8333_445 functions.SPegasos -F 0 -L 1.0E-4 -E 500 BER top1 1 0.8333 0.8323 0.7782 0.8333 0.8313 0.6691 0.1677 0.1687 0.1667 0.8363 0.1637 0.8328 0.6659 [39 11] [6 46] 0.8725 0.8715 0.8258 0.8725 0.8705 0.7481 0.1285 0.857 0.857 0.819 0.857 0.858 0.733 0.143 0.854 0.857 0.817 0.854 0.86 0.729 0.143 0.147 0.146 0.016 0.72 0.035 1 2 494
48 lazy.IBk_AUC_top30_30_0.9216_633 lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.EuclideanDistance -R first-last\"" AUC top30 30 0.9216 0.9054 0.8742 0.9216 0.9223 0.8438 0.0781 0.0777 0.0784 0.9223 0.0777 0.9216 0.8432 [47 3] [5 47] 0.9216 0.9219 0.889 0.9216 0.9223 0.8438 0.0781 0.912 0.913 0.882 0.912 0.915 0.828 0.087 0.91 0.908 0.888 0.91 0.914 0.823 0.088 0.061 0.083 0.005 0.835 0.011 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 494
49 bayes.BayesNet_ACC_top5_5_0.9216_90 bayes.BayesNet -Q weka.classifiers.bayes.net.search.local.K2 -- -P 1 -S BAYES -E weka.classifiers.bayes.net.estimate.SimpleEstimator -- -A 0.5 ACC top5 5 0.9216 0.9646 0.948 0.9216 0.9223 0.8438 0.0781 0.0777 0.0784 0.9223 0.0777 0.9216 0.8432 [47 3] [5 47] 0.9216 0.9623 0.963 0.9216 0.9223 0.8438 0.0781 0.922 0.965 0.955 0.922 0.923 0.845 0.078 0.921 0.967 0.96 0.921 0.923 0.846 0.078 0.069 0.078 0 0.845 0.001 1 2 3 4 5 6 494
50 lazy.KStar_BER_top10_10_0.9314_611 lazy.KStar -B 20 -M n BER top10 10 0.9314 0.9435 0.9147 0.9314 0.9309 0.8628 0.0688 0.0691 0.0686 0.9315 0.0685 0.9314 0.8626 [46 4] [3 49] 0.9314 0.9424 0.9182 0.9314 0.9309 0.8628 0.0688 0.931 0.956 0.952 0.931 0.934 0.865 0.067 0.925 0.949 0.945 0.925 0.926 0.851 0.075 0.052 0.07 0.004 0.86 0.006 1 2 3 4 5 6 7 8 9 10 11 494
51 functions.RBFNetwork_AUC_top100_100_0.9314_993 functions.RBFNetwork -B 2 -S 1 -R 1.0E-8 -M -1 -W 0.1 AUC top100 100 0.9314 0.9033 0.8729 0.9314 0.9317 0.8629 0.0685 0.0683 0.0686 0.9316 0.0684 0.9314 0.8627 [47 3] [4 48] 0.9216 0.9057 0.8567 0.9216 0.9223 0.8438 0.0781 0.905 0.912 0.899 0.905 0.906 0.813 0.095 0.905 0.919 0.902 0.905 0.907 0.814 0.094 0.078 0.084 0.013 0.833 0.024 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 494
52 rules.RoughSet_BER_top25_25_0.8627_425 rules.RoughSet -D 8 -R 0 -I 0 -X 3 BER top25 25 0.8627 0.8627 0.813 0.8627 0.8626 0.7254 0.1373 0.1374 0.1373 0.8627 0.1373 0.8627 0.7254 [43 7] [7 45] 0.8333 0.8335 0.778 0.8333 0.8336 0.6668 0.1665 0.843 0.845 0.799 0.843 0.846 0.692 0.155 0.858 0.859 0.815 0.858 0.86 0.721 0.141 0.112 0.15 0.013 0.701 0.027 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
53 functions.RBFNetwork_BER_top25_25_0.9118_375 functions.RBFNetwork -B 5 -S 1 -R 1.0E-8 -M -1 -W 0.1 BER top25 25 0.9118 0.895 0.8608 0.9118 0.9121 0.8237 0.0881 0.0879 0.0882 0.912 0.088 0.9118 0.8235 [46 4] [5 47] 0.9216 0.9332 0.9142 0.9216 0.9223 0.8438 0.0781 0.911 0.922 0.91 0.911 0.914 0.827 0.087 0.908 0.921 0.904 0.908 0.91 0.821 0.091 0.07 0.086 0.006 0.829 0.01 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
54 functions.SPegasos_AUC_top15_15_0.8922_534 functions.SPegasos -F 0 -L 1.0E-4 -E 500 -M AUC top15 15 0.8922 0.8923 0.8501 0.8922 0.8925 0.7845 0.1077 0.1075 0.1078 0.8923 0.1077 0.8922 0.7843 [45 5] [6 46] 0.8922 0.8919 0.8498 0.8922 0.8917 0.7843 0.1081 0.913 0.913 0.882 0.913 0.913 0.83 0.087 0.917 0.917 0.887 0.917 0.918 0.837 0.083 0.078 0.096 0.013 0.809 0.028 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
55 functions.RBFNetwork_AUC_top5_5_0.9216_522 functions.RBFNetwork -B 3 -S 1 -R 1.0E-8 -M -1 -W 0.1 AUC top5 5 0.9216 0.9128 0.8766 0.9216 0.923 0.8459 0.0777 0.077 0.0784 0.9243 0.0757 0.9215 0.8433 [48 2] [6 46] 0.902 0.9331 0.9001 0.902 0.9034 0.8066 0.0973 0.919 0.94 0.93 0.919 0.923 0.843 0.079 0.922 0.946 0.938 0.922 0.927 0.849 0.076 0.062 0.083 0.01 0.836 0.02 1 2 3 4 5 6 494
56 lazy.IBk_BER_top10_10_0.5098_141 lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.ManhattanDistance -D -R first-last -V\"" BER top10 10 0.5098 0.4846 0.4929 0.5098 0.4902 0 0.5 0.5098 0.4902 0.2599 0.7401 0.3443 0 [0 50] [0 52] 0.5098 0 0.5002 0.5098 0.4902 0 0.5 0.448 0.5 0.51 0.448 0.552 0 0.5 0.459 0.5 0.51 0.459 0.541 0 0.5 0.514 0.5 0 0 0 1 2 3 4 5 6 7 8 9 10 11 494
57 functions.SimpleLogistic_ACC_top40_40_0.9118_836 functions.SimpleLogistic -I 0 -M 500 -H 50 -W 0.0 -A ACC top40 40 0.9118 0.9392 0.9247 0.9118 0.9129 0.8251 0.0877 0.0871 0.0882 0.9133 0.0867 0.9117 0.8237 [47 3] [6 46] 0.9216 0.9427 0.9116 0.9216 0.9215 0.8431 0.0785 0.906 0.96 0.96 0.906 0.91 0.816 0.092 0.91 0.956 0.957 0.91 0.91 0.823 0.09 0.077 0.087 0.006 0.827 0.012 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 494
58 lazy.IBk_ACC_top20_20_0.5098_583 lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.ManhattanDistance -D -R first-last -V\"" ACC top20 20 0.5098 0.4846 0.4929 0.5098 0.4902 0 0.5 0.5098 0.4902 0.2599 0.7401 0.3443 0 [0 50] [0 52] 0.5098 0 0.5002 0.5098 0.4902 0 0.5 0.447 0.5 0.51 0.447 0.553 0 0.5 0.458 0.5 0.508 0.458 0.542 0 0.5 0.523 0.5 0 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
59 lazy.IBk_FDR_top50_50_0.9314_226 lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.ManhattanDistance -D -R first-last\"" FDR top50 50 0.9314 0.9177 0.8901 0.9314 0.9325 0.8643 0.0681 0.0675 0.0686 0.9329 0.0671 0.9314 0.8629 [48 2] [5 47] 0.9314 0.9319 0.9028 0.9314 0.9325 0.8643 0.0681 0.927 0.928 0.9 0.927 0.93 0.855 0.072 0.92 0.921 0.902 0.92 0.921 0.841 0.079 0.057 0.072 0.005 0.856 0.011 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 494
60 lazy.IBk_AUC_top25_25_0.5098_662 lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.ManhattanDistance -D -R first-last -V\"" AUC top25 25 0.5098 0.4846 0.4929 0.5098 0.4902 0 0.5 0.5098 0.4902 0.2599 0.7401 0.3443 0 [0 50] [0 52] 0.5098 0 0.5002 0.5098 0.4902 0 0.5 0.45 0.5 0.509 0.45 0.55 0 0.5 0.453 0.5 0.512 0.453 0.547 0 0.5 0.525 0.5 0 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
61 lazy.KStar_BER_top10_10_0.9314_938 lazy.KStar -B 20 -M a BER top10 10 0.9314 0.9435 0.9147 0.9314 0.9309 0.8628 0.0688 0.0691 0.0686 0.9315 0.0685 0.9314 0.8626 [46 4] [3 49] 0.9314 0.9424 0.9182 0.9314 0.9309 0.8628 0.0688 0.925 0.949 0.942 0.925 0.927 0.852 0.074 0.931 0.955 0.95 0.931 0.933 0.864 0.068 0.046 0.07 0.003 0.86 0.006 1 2 3 4 5 6 7 8 9 10 11 494
62 functions.SPegasos_BER_top40_40_0.902_46 functions.SPegasos -F 0 -L 1.0E-4 -E 500 -M BER top40 40 0.902 0.9015 0.8626 0.902 0.9011 0.8043 0.0985 0.0989 0.098 0.9025 0.0975 0.9019 0.8037 [44 6] [4 48] 0.8922 0.8915 0.85 0.8922 0.8909 0.7853 0.1085 0.888 0.889 0.851 0.888 0.889 0.78 0.111 0.895 0.897 0.86 0.895 0.898 0.795 0.103 0.073 0.105 0.006 0.791 0.011 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 494
63 rules.OLM_FDR_top30_30_0.4902_399 rules.OLM -R 0 -C 1 -U 0 FDR top30 30 0.4902 0.5 0.5002 0.4902 0.5098 0 0.5 0.4902 0.5098 0.2403 0.7597 0.3225 0 [50 0] [52 0] 0.4902 0.5 0.5002 0.4902 0.5098 0 0.5 0.494 0.5 0.508 0.494 0.506 0 0.5 0.491 0.5 0.509 0.491 0.509 0 0.5 0.629 0.5 0 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 494
64 trees.RandomForest_MCC_top5_5_0.951_765 trees.RandomForest -I 25 -K 0 -S 1 MCC top5 5 0.951 0.9646 0.9515 0.951 0.9513 0.9021 0.0488 0.0487 0.049 0.9512 0.0488 0.951 0.902 [48 2] [3 49] 0.9412 0.9587 0.9458 0.9412 0.9419 0.8831 0.0585 0.907 0.955 0.945 0.907 0.911 0.818 0.091 0.914 0.959 0.949 0.914 0.919 0.833 0.083 0.063 0.07 0.02 0.859 0.04 1 2 3 4 5 6 494
65 lazy.IBk_FDR_top75_75_0.9314_19 lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.EuclideanDistance -R first-last\"" FDR top75 75 0.9314 0.9177 0.8901 0.9314 0.9325 0.8643 0.0681 0.0675 0.0686 0.9329 0.0671 0.9314 0.8629 [48 2] [5 47] 0.9314 0.9319 0.9028 0.9314 0.9325 0.8643 0.0681 0.928 0.929 0.902 0.928 0.93 0.858 0.071 0.927 0.923 0.906 0.927 0.93 0.857 0.071 0.06 0.07 0.002 0.861 0.004 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 494
66 functions.RBFNetwork_FDR_top15_15_0.9118_283 functions.RBFNetwork -B 5 -S 1 -R 1.0E-8 -M -1 -W 0.1 FDR top15 15 0.9118 0.9322 0.9137 0.9118 0.9121 0.8237 0.0881 0.0879 0.0882 0.912 0.088 0.9118 0.8235 [46 4] [5 47] 0.9216 0.936 0.9149 0.9216 0.9215 0.8431 0.0785 0.909 0.917 0.907 0.909 0.91 0.821 0.09 0.908 0.914 0.9 0.908 0.91 0.822 0.091 0.076 0.087 0.006 0.827 0.01 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
67 lazy.IBk_ACC_top15_15_0.9412_510 lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.EuclideanDistance -R first-last\"" ACC top15 15 0.9412 0.9385 0.9153 0.9412 0.9411 0.8823 0.0588 0.0589 0.0588 0.9412 0.0588 0.9412 0.8823 [47 3] [3 49] 0.9608 0.9604 0.9428 0.9608 0.96 0.9222 0.0396 0.949 0.95 0.93 0.949 0.95 0.899 0.05 0.936 0.938 0.924 0.936 0.937 0.873 0.064 0.04 0.053 0.011 0.894 0.022 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
68 functions.RBFNetwork_ACC_top30_30_0.9314_367 functions.RBFNetwork -B 5 -S 1 -R 1.0E-8 -M -1 -W 0.1 ACC top30 30 0.9314 0.953 0.9369 0.9314 0.9309 0.8628 0.0688 0.0691 0.0686 0.9315 0.0685 0.9314 0.8626 [46 4] [3 49] 0.9118 0.917 0.9032 0.9118 0.9121 0.8237 0.0881 0.896 0.907 0.895 0.896 0.898 0.796 0.103 0.902 0.913 0.898 0.902 0.906 0.809 0.096 0.079 0.089 0.015 0.823 0.029 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 494
69 functions.SPegasos_AUC_top100_100_0.8235_309 functions.SPegasos -F 0 -L 1.0E-4 -E 500 -N AUC top100 100 0.8235 0.8238 0.7669 0.8235 0.8242 0.6477 0.1762 0.1758 0.1765 0.8242 0.1758 0.8235 0.6472 [42 8] [10 42] 0.8137 0.815 0.7582 0.8137 0.8163 0.6343 0.185 0.737 0.74 0.711 0.737 0.744 0.522 0.26 0.819 0.816 0.783 0.819 0.812 0.67 0.184 0.283 0.201 0.039 0.619 0.066 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 494
70 lazy.IB1_MCC_top5_5_0.9216_396 lazy.IB1 MCC top5 5 0.9216 0.9219 0.889 0.9216 0.9223 0.8438 0.0781 0.0777 0.0784 0.9223 0.0777 0.9216 0.8432 [47 3] [5 47] 0.9118 0.9119 0.8756 0.9118 0.9121 0.8237 0.0881 0.904 0.905 0.872 0.904 0.906 0.811 0.095 0.906 0.908 0.875 0.906 0.91 0.815 0.092 0.065 0.088 0.007 0.823 0.015 1 2 3 4 5 6 494
71 rules.OLM_BER_top50_50_0.4902_40 rules.OLM -R 0 -C 1 -U 0 BER top50 50 0.4902 0.5 0.5002 0.4902 0.5098 0 0.5 0.4902 0.5098 0.2403 0.7597 0.3225 0 [50 0] [52 0] 0.4902 0.5 0.5002 0.4902 0.5098 0 0.5 0.484 0.5 0.51 0.484 0.516 0 0.5 0.502 0.5 0.507 0.502 0.498 0 0.5 0.657 0.5 0 0 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 494
72 rules.JRip_ACC_top100_100_0.8627_904 rules.JRip -F 3 -N 2.0 -O 2 -S 1 ACC top100 100 0.8627 0.885 0.8504 0.8627 0.8611 0.7272 0.1381 0.1389 0.1373 0.8648 0.1352 0.8624 0.725 [41 9] [5 47] 0.8333 0.8252 0.7804 0.8333 0.8344 0.6681 0.1662 0.844 0.846 0.805 0.844 0.85 0.698 0.153 0.846 0.847 0.807 0.846 0.847 0.696 0.154 0.131 0.153 0.012 0.697 0.024 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 494
73 lazy.IBk_BER_top100_100_0.9118_309 lazy.IBk -K 1 -W 0 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.EuclideanDistance -R first-last\"" BER top100 100 0.9118 0.8931 0.8589 0.9118 0.9121 0.8237 0.0881 0.0879 0.0882 0.912 0.088 0.9118 0.8235 [46 4] [5 47] 0.9118 0.9119 0.8756 0.9118 0.9121 0.8237 0.0881 0.907 0.909 0.875 0.907 0.911 0.816 0.091 0.911 0.909 0.89 0.911 0.912 0.824 0.088 0.062 0.089 0.001 0.822 0.004 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 494
74 lazy.KStar_ACC_top15_15_0.9216_164 lazy.KStar -B 20 -M n ACC top15 15 0.9216 0.9566 0.9434 0.9216 0.9215 0.8431 0.0785 0.0785 0.0784 0.9216 0.0784 0.9216 0.8431 [46 4] [4 48] 0.9314 0.9557 0.9412 0.9314 0.9309 0.8628 0.0688 0.935 0.963 0.958 0.935 0.938 0.871 0.064 0.924 0.96 0.955 0.924 0.927 0.851 0.074 0.05 0.071 0.006 0.857 0.012 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
75 trees.BFTree_MCC_top75_75_0.8333_172 trees.BFTree -M 2 -N 5 -C 1.0 -P POSTPRUNED -S 1 MCC top75 75 0.8333 0.8271 0.7702 0.8333 0.8321 0.6673 0.1673 0.1679 0.1667 0.8343 0.1657 0.8331 0.6662 [40 10] [7 45] 0.8039 0.7771 0.7956 0.8039 0.8045 0.6085 0.1958 0.848 0.85 0.81 0.848 0.851 0.703 0.15 0.849 0.851 0.813 0.849 0.852 0.704 0.149 0.126 0.166 0.022 0.671 0.045 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 494
76 lazy.IB1_BER_top20_20_0.9216_447 lazy.IB1 BER top20 20 0.9216 0.9219 0.889 0.9216 0.9223 0.8438 0.0781 0.0777 0.0784 0.9223 0.0777 0.9216 0.8432 [47 3] [5 47] 0.9314 0.9315 0.902 0.9314 0.9317 0.8629 0.0685 0.919 0.921 0.891 0.919 0.922 0.843 0.079 0.914 0.915 0.883 0.914 0.917 0.832 0.085 0.06 0.078 0.007 0.845 0.013 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
77 rules.ZeroR_AUC_top5_5_0.5098_500 rules.ZeroR AUC top5 5 0.5098 0.4846 0.4929 0.5098 0.4902 0 0.5 0.5098 0.4902 0.2599 0.7401 0.3443 0 [0 50] [0 52] 0.5098 0 0.5002 0.5098 0.4902 0 0.5 0.453 0.5 0.508 0.453 0.547 0 0.5 0.465 0.5 0.508 0.465 0.535 0 0.5 0.517 0.5 0 0 0 1 2 3 4 5 6 494
78 trees.LMT_AUC_top10_10_0.9412_824 trees.LMT -I -1 -M 15 -W 0.0 AUC top10 10 0.9412 0.9546 0.931 0.9412 0.9411 0.8823 0.0588 0.0589 0.0588 0.9412 0.0588 0.9412 0.8823 [47 3] [3 49] 0.9412 0.9512 0.9165 0.9412 0.9411 0.8823 0.0588 0.921 0.962 0.962 0.921 0.923 0.845 0.078 0.921 0.959 0.956 0.921 0.926 0.846 0.076 0.07 0.068 0.011 0.864 0.021 1 2 3 4 5 6 7 8 9 10 11 494
79 bayes.BayesNet_FDR_top100_100_0.902_636 bayes.BayesNet -D -Q weka.classifiers.bayes.net.search.local.K2 -- -P 1 -S BAYES -E weka.classifiers.bayes.net.estimate.BMAEstimator -- -A 0.5 FDR top100 100 0.902 0.952 0.9392 0.902 0.9034 0.8066 0.0973 0.0966 0.098 0.9046 0.0954 0.9019 0.8041 [47 3] [7 45] 0.902 0.9531 0.9393 0.902 0.9034 0.8066 0.0973 0.905 0.946 0.933 0.905 0.908 0.814 0.094 0.897 0.945 0.929 0.897 0.9 0.798 0.102 0.083 0.098 0.003 0.806 0.007 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 494
80 misc.HyperPipes_FDR_top20_20_0.9118_719 misc.HyperPipes FDR top20 20 0.9118 0.9577 0.949 0.9118 0.9136 0.8278 0.0873 0.0864 0.0882 0.9159 0.0841 0.9116 0.8238 [48 2] [7 45] 0.9118 0.9558 0.9479 0.9118 0.9136 0.8278 0.0873 0.929 0.967 0.965 0.929 0.932 0.863 0.07 0.917 0.962 0.962 0.917 0.918 0.839 0.082 0.072 0.082 0.008 0.839 0.017 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
81 functions.RBFClassifier_MCC_top20_20_0.9314_896 functions.RBFClassifier -N 2 -R 0.01 -L 1.0E-6 -C 2 -P 1 -E 1 -S 1 MCC top20 20 0.9314 0.9604 0.9398 0.9314 0.9325 0.8643 0.0681 0.0675 0.0686 0.9329 0.0671 0.9314 0.8629 [48 2] [5 47] 0.9314 0.9592 0.9454 0.9314 0.9325 0.8643 0.0681 0.929 0.96 0.956 0.929 0.931 0.861 0.07 0.937 0.968 0.966 0.937 0.94 0.877 0.061 0.057 0.067 0.004 0.867 0.007 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
82 trees.RandomForest_MCC_top75_75_0.9314_722 trees.RandomForest -I 50 -K 0 -S 1 MCC top75 75 0.9314 0.9613 0.9462 0.9314 0.9325 0.8643 0.0681 0.0675 0.0686 0.9329 0.0671 0.9314 0.8629 [48 2] [5 47] 0.9314 0.9538 0.933 0.9314 0.9325 0.8643 0.0681 0.927 0.963 0.957 0.927 0.93 0.856 0.072 0.926 0.962 0.957 0.926 0.928 0.855 0.073 0.058 0.07 0.003 0.86 0.005 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 494
83 lazy.LWL_ACC_top1_1_0.8431_741 lazy.LWL -U 0 -K -1 -A "weka.core.neighboursearch.LinearNNSearch -A \"weka.core.EuclideanDistance -R first-last\"" -W weka.classifiers.trees.DecisionStump ACC top1 1 0.8431 0.8718 0.8355 0.8431 0.8415 0.6878 0.1577 0.1585 0.1569 0.845 0.155 0.8428 0.6857 [40 10] [6 46] 0.8725 0.7846 0.7372 0.8725 0.8698 0.7515 0.1288 0.865 0.909 0.897 0.865 0.864 0.737 0.136 0.863 0.898 0.885 0.863 0.86 0.732 0.139 0.125 0.14 0.012 0.727 0.027 1 2 494
84 functions.SMO_MCC_top25_25_0.9314_43 functions.SMO -C 1.0 -L 0.001 -P 1.0E-12 -N 0 -V -1 -W 1 -K "functions.supportVector.PolyKernel -C 250007 -E 1.0" MCC top25 25 0.9314 0.9319 0.9028 0.9314 0.9325 0.8643 0.0681 0.0675 0.0686 0.9329 0.0671 0.9314 0.8629 [48 2] [5 47] 0.9314 0.9319 0.9028 0.9314 0.9325 0.8643 0.0681 0.927 0.929 0.902 0.927 0.93 0.857 0.071 0.923 0.923 0.895 0.923 0.924 0.849 0.077 0.075 0.071 0.004 0.859 0.007 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
85 lazy.IB1_MCC_top100_100_0.9118_607 lazy.IB1 MCC top100 100 0.9118 0.9119 0.8756 0.9118 0.9121 0.8237 0.0881 0.0879 0.0882 0.912 0.088 0.9118 0.8235 [46 4] [5 47] 0.9118 0.9119 0.8756 0.9118 0.9121 0.8237 0.0881 0.908 0.909 0.876 0.908 0.91 0.818 0.091 0.913 0.913 0.882 0.913 0.912 0.828 0.087 0.063 0.089 0.002 0.823 0.004 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 494
86 functions.RBFClassifier_AUC_top10_10_0.9314_562 functions.RBFClassifier -N 2 -R 0.01 -L 1.0E-6 -C 2 -P 1 -E 1 -S 1 AUC top10 10 0.9314 0.9612 0.9446 0.9314 0.9325 0.8643 0.0681 0.0675 0.0686 0.9329 0.0671 0.9314 0.8629 [48 2] [5 47] 0.9314 0.9615 0.9459 0.9314 0.9325 0.8643 0.0681 0.929 0.965 0.96 0.929 0.934 0.861 0.068 0.938 0.965 0.96 0.938 0.94 0.878 0.061 0.061 0.066 0.004 0.867 0.008 1 2 3 4 5 6 7 8 9 10 11 494
87 trees.DecisionStump_AUC_top50_50_0.8431_154 trees.DecisionStump AUC top50 50 0.8431 0.8337 0.8021 0.8431 0.8415 0.6878 0.1577 0.1585 0.1569 0.845 0.155 0.8428 0.6857 [40 10] [6 46] 0.8725 0.7846 0.851 0.8725 0.8698 0.7515 0.1288 0.827 0.826 0.778 0.827 0.825 0.661 0.174 0.828 0.829 0.782 0.828 0.829 0.665 0.171 0.147 0.158 0.021 0.691 0.042 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 494
88 lazy.IB1_AUC_top50_50_0.9216_266 lazy.IB1 AUC top50 50 0.9216 0.9219 0.889 0.9216 0.9223 0.8438 0.0781 0.0777 0.0784 0.9223 0.0777 0.9216 0.8432 [47 3] [5 47] 0.9216 0.9219 0.889 0.9216 0.9223 0.8438 0.0781 0.911 0.912 0.879 0.911 0.914 0.825 0.088 0.913 0.915 0.882 0.913 0.916 0.829 0.085 0.071 0.082 0.005 0.835 0.01 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 494
89 functions.SMO_BER_top5_5_0.9314_79 functions.SMO -C 1.0 -L 0.001 -P 1.0E-12 -N 0 -V -1 -W 1 -K "functions.supportVector.NormalizedPolyKernel -C 250007 -E 2.0" BER top5 5 0.9314 0.9315 0.902 0.9314 0.9317 0.8629 0.0685 0.0683 0.0686 0.9316 0.0684 0.9314 0.8627 [47 3] [4 48] 0.9314 0.9315 0.902 0.9314 0.9317 0.8629 0.0685 0.934 0.935 0.909 0.934 0.936 0.869 0.065 0.938 0.939 0.914 0.938 0.94 0.876 0.061 0.061 0.066 0.004 0.868 0.006 1 2 3 4 5 6 494
90 bayes.AveragedNDependenceEstimators.A1DE_MCC_top25_25_0.9412_893 bayes.AveragedNDependenceEstimators.A1DE -F 1 -M 1.0 MCC top25 25 0.9412 0.9527 0.9382 0.9412 0.9419 0.8831 0.0585 0.0581 0.0588 0.9419 0.0581 0.9412 0.8824 [48 2] [4 48] 0.9412 0.9546 0.937 0.9412 0.9419 0.8831 0.0585 0.922 0.959 0.958 0.922 0.922 0.846 0.078 0.919 0.96 0.959 0.919 0.922 0.842 0.08 0.064 0.069 0.012 0.864 0.023 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
91 bayes.AveragedNDependenceEstimators.A1DE_FDR_top30_30_0.9314_637 bayes.AveragedNDependenceEstimators.A1DE -F 1 -M 1.0 FDR top30 30 0.9314 0.9592 0.9446 0.9314 0.9317 0.8629 0.0685 0.0683 0.0686 0.9316 0.0684 0.9314 0.8627 [47 3] [4 48] 0.9412 0.9569 0.9372 0.9412 0.9419 0.8831 0.0585 0.931 0.967 0.966 0.931 0.933 0.865 0.068 0.922 0.964 0.963 0.922 0.924 0.846 0.077 0.062 0.068 0.008 0.864 0.015 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 494
92 functions.VotedPerceptron_MCC_top75_75_0.902_971 functions.VotedPerceptron -I 1 -E 1.0 -S 1 -M 10000 MCC top75 75 0.902 0.9248 0.9008 0.902 0.9042 0.8099 0.0969 0.0958 0.098 0.9078 0.0922 0.9017 0.8043 [48 2] [8 44] 0.8725 0.9305 0.9156 0.8725 0.8744 0.7491 0.1265 0.851 0.931 0.91 0.851 0.87 0.734 0.14 0.887 0.94 0.919 0.887 0.894 0.789 0.109 0.103 0.118 0.019 0.77 0.035 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 494
93 trees.LMT_BER_top30_30_0.9314_334 trees.LMT -I -1 -M 15 -W 0.0 BER top30 30 0.9314 0.9404 0.9198 0.9314 0.9317 0.8629 0.0685 0.0683 0.0686 0.9316 0.0684 0.9314 0.8627 [47 3] [4 48] 0.9216 0.9412 0.9107 0.9216 0.9215 0.8431 0.0785 0.905 0.955 0.956 0.905 0.909 0.814 0.093 0.896 0.948 0.948 0.896 0.898 0.796 0.103 0.078 0.086 0.015 0.829 0.03 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 494
94 trees.J48_BER_top5_5_0.8725_233 trees.J48 -S -C 0.25 -M 2 BER top5 5 0.8725 0.8858 0.8445 0.8725 0.8721 0.745 0.1277 0.1279 0.1275 0.8726 0.1274 0.8725 0.7449 [43 7] [6 46] 0.8824 0.8558 0.8599 0.8824 0.883 0.7654 0.1173 0.871 0.871 0.841 0.871 0.872 0.746 0.129 0.866 0.87 0.839 0.866 0.867 0.736 0.134 0.105 0.127 0.007 0.748 0.012 1 2 3 4 5 6 494
95 lazy.KStar_AUC_top25_25_0.9412_662 lazy.KStar -B 20 -M m AUC top25 25 0.9412 0.9618 0.956 0.9412 0.9411 0.8823 0.0588 0.0589 0.0588 0.9412 0.0588 0.9412 0.8823 [47 3] [3 49] 0.9412 0.9612 0.9555 0.9412 0.9411 0.8823 0.0588 0.937 0.967 0.963 0.937 0.942 0.876 0.061 0.931 0.963 0.959 0.931 0.935 0.865 0.067 0.046 0.061 0.004 0.876 0.008 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 494
96 rules.NNge_ACC_top15_15_0.902_92 rules.NNge -G 5 -I 5 ACC top15 15 0.902 0.9015 0.8626 0.902 0.9011 0.8043 0.0985 0.0989 0.098 0.9025 0.0975 0.9019 0.8037 [44 6] [4 48] 0.8824 0.8819 0.8373 0.8824 0.8815 0.765 0.1181 0.904 0.906 0.873 0.904 0.907 0.816 0.094 0.903 0.906 0.874 0.903 0.909 0.814 0.094 0.06 0.101 0.011 0.8 0.024 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 494
97 trees.ExtraTree_MCC_top5_5_0.902_222 trees.ExtraTree -K -1 -N -1 -S 1 MCC top5 5 0.902 0.9023 0.8631 0.902 0.9027 0.8046 0.0977 0.0973 0.098 0.9027 0.0973 0.902 0.804 [46 4] [6 46] 0.902 0.9023 0.8631 0.902 0.9027 0.8046 0.0977 0.885 0.886 0.849 0.885 0.887 0.776 0.114 0.876 0.876 0.836 0.876 0.877 0.757 0.124 0.097 0.108 0.013 0.786 0.023 1 2 3 4 5 6 494
98 trees.REPTree_FDR_top20_20_0.8627_477 trees.REPTree -M 2 -V 0.001 -N 3 -S 1 -L -1 -I 0.0 FDR top20 20 0.8627 0.8773 0.8435 0.8627 0.8626 0.7254 0.1373 0.1374 0.1373 0.8627 0.1373 0.8627 0.7254 [43 7] [7 45] 0.8627 0.9002 0.8934 0.8627 0.8619 0.7257 0.1377 0.841 0.851 0.809 0.841 0.841 0.686 0.159 0.86 0.866 0.829 0.86 0.862 0.726 0.139 0.13 0.143 0.011 0.716 0.02 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
99 rules.PART_AUC_top20_20_0.8725_740 rules.PART -M 2 -C 0.25 -Q 1 AUC top20 20 0.8725 0.8223 0.7761 0.8725 0.8713 0.746 0.1281 0.1287 0.1275 0.8737 0.1263 0.8724 0.7447 [42 8] [5 47] 0.8627 0.8254 0.836 0.8627 0.8642 0.728 0.1365 0.855 0.859 0.82 0.855 0.857 0.716 0.144 0.856 0.861 0.823 0.856 0.858 0.72 0.143 0.121 0.138 0.007 0.728 0.013 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 494
100 functions.MultilayerPerceptronCS_ACC_top5_5_0.9412_399 functions.MultilayerPerceptronCS -L 0.3 -M 0.2 -N 500 -V 0 -S 0 -E 20 -H a ACC top5 5 0.9412 0.9585 0.9475 0.9412 0.9411 0.8823 0.0588 0.0589 0.0588 0.9412 0.0588 0.9412 0.8823 [47 3] [3 49] 0.9314 0.9442 0.9115 0.9314 0.9309 0.8628 0.0688 0.931 0.967 0.965 0.931 0.933 0.864 0.068 0.933 0.966 0.965 0.933 0.934 0.868 0.067 0.055 0.066 0.005 0.869 0.009 1 2 3 4 5 6 494