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| a | b/results/2018-04-19_rand53826_ite500 | ||
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| 1 | Your job 652730 ("-2018-04-19_rand53826_ite500") has been submitted |
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| 2 | |||
| 3 | |||
| 4 | @ @ @ @ @ @ START @ @ @ @ @ @ @ |
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| 5 | file: script_start.lua |
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| 6 | author Davide Chicco <davide.chicco@gmail.com> |
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| 7 | Thu Apr 19 11:57:43 2018 |
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| 8 | Readin' ../data/LungCancerDataset_AllRecords_NORM.csv |
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| 9 | |||
| 10 | OPTIM_PACKAGE = true |
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| 11 | XAVIER_INITIALIZATION = false |
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| 12 | DROPOUT_FLAG = false |
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| 13 | MOMENTUM_ALPHA = 0.5 |
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| 14 | MOMENTUM = false |
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| 15 | LEARN_RATE = 0.01 |
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| 16 | ITERATIONS = 200 |
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| 17 | Number of value profiles (rows) = 10443 |
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| 18 | Number features (columns) = 27 |
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| 19 | Number of targets (rows) = 10443 |
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| 20 | #patients_vett = 10443 |
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| 21 | |||
| 22 | training_set_size = 6266 |
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| 23 | validation_set_size = 2089 |
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| 24 | test_set_size = 2088 |
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| 25 | |||
| 26 | $$$ hidden_units = 5 hidden_layers = 1 $$$ |
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| 27 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.29099% |
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| 28 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.13142% |
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| 29 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.06167% |
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| 30 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.01913% |
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| 31 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.98679% |
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| 32 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.95734% |
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| 33 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.93064% |
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| 34 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.90454% |
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| 35 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.88146% |
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| 36 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.86148% |
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| 37 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.84471% |
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| 38 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.82942% |
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| 39 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.81563% |
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| 40 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.80335% |
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| 41 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.79218% |
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| 42 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.7825% |
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| 43 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.77335% |
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| 44 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.76519% |
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| 45 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.75817% |
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| 46 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.75182% |
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| 47 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.74613% |
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| 48 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.74049% |
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| 49 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.73554% |
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| 50 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.73116% |
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| 51 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.72739% |
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| 52 | |||
| 53 | |||
| 54 | ### executeTest(perceptron, validation_patient_profile) |
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| 55 | |||
| 56 | Correct predictions = 88.42% |
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| 57 | #FPplusFN=2089 |
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| 58 | minError=207 minErrorIndex=1 globalThreshold =-1.0828454232656 |
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| 59 | metrics area_roc = 93.59% |
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| 60 | (beta) metrics area_precision_recall = 74.83% |
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| 61 | |||
| 62 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
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| 63 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
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| 64 | TOTAL: |
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| 65 | FN = 222 / 516 (truth == 1) & (prediction < threshold) |
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| 66 | TP = 294 / 516 (truth == 1) & (prediction >= threshold) |
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| 67 | |||
| 68 | FP = 20 / 1,573 (truth == 0) & (prediction >= threshold) |
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| 69 | TN = 1,553 / 1,573 (truth == 0) & (prediction < threshold) |
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| 70 | |||
| 71 | |||
| 72 | :::: Matthews correlation coefficient = +0.67 :::: |
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| 73 | |||
| 74 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
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| 75 | f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
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| 76 | Saved model file: ./models/model_hus5_hl1_time1524153559 |
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| 77 | |||
| 78 | $$$ hidden_units = 10 hidden_layers = 1 $$$ |
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| 79 | completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.3305% |
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| 80 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.13341% |
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| 81 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.02566% |
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| 82 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.95212% |
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| 83 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.89834% |
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| 84 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.85614% |
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| 85 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.82302% |
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| 86 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.79627% |
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| 87 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.77324% |
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| 88 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.75315% |
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| 89 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.73561% |
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| 90 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.72041% |
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| 91 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.70668% |
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| 92 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.69457% |
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| 93 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.68359% |
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| 94 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.67338% |
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| 95 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.66407% |
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| 96 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.65529% |
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| 97 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.64696% |
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| 98 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.63927% |
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| 99 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.63206% |
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| 100 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.62528% |
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| 101 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.61882% |
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| 102 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.61299% |
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| 103 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.60727% |
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| 104 | |||
| 105 | |||
| 106 | ### executeTest(perceptron, validation_patient_profile) |
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| 107 | |||
| 108 | Correct predictions = 88.13% |
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| 109 | #FPplusFN=2089 |
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| 110 | minError=203 minErrorIndex=1 globalThreshold =-1.7193460007929 |
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| 111 | metrics area_roc = 91.72% |
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| 112 | (beta) metrics area_precision_recall = 72.35% |
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| 113 | |||
| 114 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
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| 115 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
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| 116 | TOTAL: |
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| 117 | FN = 234 / 516 (truth == 1) & (prediction < threshold) |
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| 118 | TP = 282 / 516 (truth == 1) & (prediction >= threshold) |
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| 119 | |||
| 120 | FP = 14 / 1,573 (truth == 0) & (prediction >= threshold) |
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| 121 | TN = 1,559 / 1,573 (truth == 0) & (prediction < threshold) |
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| 122 | |||
| 123 | |||
| 124 | :::: Matthews correlation coefficient = +0.66 :::: |
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| 125 | |||
| 126 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
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| 127 | f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
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| 128 | Saved model file: ./models/model_hus10_hl1_time1524153656 |
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| 129 | |||
| 130 | $$$ hidden_units = 25 hidden_layers = 1 $$$ |
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| 131 | completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.25418% |
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| 132 | completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.08032% |
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| 133 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.96493% |
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| 134 | completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.88188% |
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| 135 | completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.82272% |
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| 136 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.77799% |
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| 137 | completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.74079% |
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| 138 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.70935% |
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| 139 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.68197% |
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| 140 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.65713% |
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| 141 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.63552% |
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| 142 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.61474% |
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| 143 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.59547% |
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| 144 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.57773% |
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| 145 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.56144% |
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| 146 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.54595% |
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| 147 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.53143% |
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| 148 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.51678% |
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| 149 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.50349% |
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| 150 | completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.49056% |
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| 151 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.47838% |
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| 152 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.46629% |
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| 153 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.45443% |
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| 154 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.44319% |
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| 155 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.43258% |
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| 156 | |||
| 157 | |||
| 158 | ### executeTest(perceptron, validation_patient_profile) |
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| 159 | |||
| 160 | Correct predictions = 88.75% |
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| 161 | #FPplusFN=2089 |
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| 162 | minError=225 minErrorIndex=1 globalThreshold =-1.6729859412029 |
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| 163 | metrics area_roc = 90.62% |
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| 164 | (beta) metrics area_precision_recall = 71.82% |
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| 165 | |||
| 166 | duration the new area_roc metrics ROC_AUC_computer function: 1 seconds |
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| 167 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 01 seconds |
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| 168 | TOTAL: |
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| 169 | FN = 204 / 516 (truth == 1) & (prediction < threshold) |
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| 170 | TP = 312 / 516 (truth == 1) & (prediction >= threshold) |
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| 171 | |||
| 172 | FP = 31 / 1,573 (truth == 0) & (prediction >= threshold) |
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| 173 | TN = 1,542 / 1,573 (truth == 0) & (prediction < threshold) |
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| 174 | |||
| 175 | |||
| 176 | :::: Matthews correlation coefficient = +0.68 :::: |
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| 177 | |||
| 178 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
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| 179 | f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
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| 180 | Saved model file: ./models/model_hus25_hl1_time1524153761 |
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| 181 | |||
| 182 | $$$ hidden_units = 50 hidden_layers = 1 $$$ |
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| 183 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.19427% |
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| 184 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.00951% |
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| 185 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.89446% |
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| 186 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.81077% |
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| 187 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.7474% |
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| 188 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.69559% |
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| 189 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.65282% |
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| 190 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.61393% |
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| 191 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.57751% |
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| 192 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.54232% |
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| 193 | completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.50965% |
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| 194 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.47757% |
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| 195 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.44693% |
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| 196 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.41877% |
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| 197 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.39314% |
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| 198 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.37145% |
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| 199 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.34943% |
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| 200 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.32796% |
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| 201 | completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.30753% |
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| 202 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.28891% |
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| 203 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.27067% |
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| 204 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.25149% |
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| 205 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.23193% |
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| 206 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.21355% |
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| 207 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.19562% |
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| 208 | |||
| 209 | |||
| 210 | ### executeTest(perceptron, validation_patient_profile) |
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| 211 | |||
| 212 | Correct predictions = 88.32% |
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| 213 | #FPplusFN=2089 |
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| 214 | minError=237 minErrorIndex=1 globalThreshold =-2.6157090065438 |
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| 215 | metrics area_roc = 87.52% |
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| 216 | (beta) metrics area_precision_recall = 62.07% |
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| 217 | |||
| 218 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
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| 219 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
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| 220 | TOTAL: |
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| 221 | FN = 197 / 516 (truth == 1) & (prediction < threshold) |
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| 222 | TP = 319 / 516 (truth == 1) & (prediction >= threshold) |
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| 223 | |||
| 224 | FP = 47 / 1,573 (truth == 0) & (prediction >= threshold) |
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| 225 | TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold) |
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| 226 | |||
| 227 | |||
| 228 | :::: Matthews correlation coefficient = +0.67 :::: |
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| 229 | |||
| 230 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
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| 231 | f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
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| 232 | Saved model file: ./models/model_hus50_hl1_time1524153882 |
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| 233 | |||
| 234 | $$$ hidden_units = 75 hidden_layers = 1 $$$ |
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| 235 | completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.15652% |
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| 236 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97445% |
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| 237 | completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.86379% |
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| 238 | completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.78206% |
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| 239 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71869% |
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| 240 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.66526% |
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| 241 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.61721% |
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| 242 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57188% |
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| 243 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.53023% |
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| 244 | completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.48959% |
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| 245 | completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.44997% |
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| 246 | completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.41357% |
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| 247 | completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.37778% |
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| 248 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.34437% |
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| 249 | completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.31232% |
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| 250 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.28175% |
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| 251 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.25353% |
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| 252 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.2267% |
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| 253 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.20078% |
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| 254 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.17655% |
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| 255 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.15317% |
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| 256 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.1294% |
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| 257 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.10687% |
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| 258 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.08464% |
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| 259 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.06253% |
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| 260 | |||
| 261 | |||
| 262 | ### executeTest(perceptron, validation_patient_profile) |
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| 263 | |||
| 264 | Correct predictions = 87.51% |
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| 265 | #FPplusFN=2089 |
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| 266 | minError=244 minErrorIndex=1 globalThreshold =-3.6451885865558 |
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| 267 | metrics area_roc = 89.38% |
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| 268 | (beta) metrics area_precision_recall = 66.5% |
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| 269 | |||
| 270 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
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| 271 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
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| 272 | TOTAL: |
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| 273 | FN = 224 / 516 (truth == 1) & (prediction < threshold) |
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| 274 | TP = 292 / 516 (truth == 1) & (prediction >= threshold) |
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| 275 | |||
| 276 | FP = 37 / 1,573 (truth == 0) & (prediction >= threshold) |
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| 277 | TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold) |
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| 278 | |||
| 279 | |||
| 280 | :::: Matthews correlation coefficient = +0.64 :::: |
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| 281 | |||
| 282 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
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| 283 | f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
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| 284 | Saved model file: ./models/model_hus75_hl1_time1524154030 |
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| 285 | |||
| 286 | $$$ hidden_units = 100 hidden_layers = 1 $$$ |
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| 287 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15051% |
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| 288 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97641% |
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| 289 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.86709% |
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| 290 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.78342% |
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| 291 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71556% |
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| 292 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.65655% |
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| 293 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.60337% |
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| 294 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.55431% |
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| 295 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.50702% |
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| 296 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.45952% |
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| 297 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.41218% |
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| 298 | completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.3657% |
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| 299 | completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.32113% |
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| 300 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.27852% |
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| 301 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.23777% |
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| 302 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.19924% |
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| 303 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.16172% |
||
| 304 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.12759% |
||
| 305 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.09548% |
||
| 306 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.06476% |
||
| 307 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.03674% |
||
| 308 | completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.01143% |
||
| 309 | completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.98705% |
||
| 310 | completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 0.96388% |
||
| 311 | completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.9423% |
||
| 312 | |||
| 313 | |||
| 314 | ### executeTest(perceptron, validation_patient_profile) |
||
| 315 | |||
| 316 | Correct predictions = 87.89% |
||
| 317 | #FPplusFN=2089 |
||
| 318 | minError=251 minErrorIndex=1 globalThreshold =-3.2824302414052 |
||
| 319 | metrics area_roc = 88.92% |
||
| 320 | (beta) metrics area_precision_recall = 64.81% |
||
| 321 | |||
| 322 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 323 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 324 | TOTAL: |
||
| 325 | FN = 197 / 516 (truth == 1) & (prediction < threshold) |
||
| 326 | TP = 319 / 516 (truth == 1) & (prediction >= threshold) |
||
| 327 | |||
| 328 | FP = 56 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 329 | TN = 1,517 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 330 | |||
| 331 | |||
| 332 | :::: Matthews correlation coefficient = +0.65 :::: |
||
| 333 | |||
| 334 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 335 | f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 336 | Saved model file: ./models/model_hus100_hl1_time1524154209 |
||
| 337 | |||
| 338 | $$$ hidden_units = 125 hidden_layers = 1 $$$ |
||
| 339 | completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.14746% |
||
| 340 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9604% |
||
| 341 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83935% |
||
| 342 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.74812% |
||
| 343 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.67222% |
||
| 344 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.6048% |
||
| 345 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.54096% |
||
| 346 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.48314% |
||
| 347 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.4291% |
||
| 348 | completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.37526% |
||
| 349 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.32221% |
||
| 350 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.27277% |
||
| 351 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.22679% |
||
| 352 | completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.18534% |
||
| 353 | completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.14608% |
||
| 354 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.1092% |
||
| 355 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.07416% |
||
| 356 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.04003% |
||
| 357 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.00935% |
||
| 358 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.97972% |
||
| 359 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.95195% |
||
| 360 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.92591% |
||
| 361 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.90044% |
||
| 362 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.87632% |
||
| 363 | completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.85297% |
||
| 364 | |||
| 365 | |||
| 366 | ### executeTest(perceptron, validation_patient_profile) |
||
| 367 | |||
| 368 | Correct predictions = 88.7% |
||
| 369 | #FPplusFN=2089 |
||
| 370 | minError=217 minErrorIndex=1 globalThreshold =-2.7077242996214 |
||
| 371 | metrics area_roc = 88.63% |
||
| 372 | (beta) metrics area_precision_recall = 66.91% |
||
| 373 | |||
| 374 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 375 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 376 | TOTAL: |
||
| 377 | FN = 195 / 516 (truth == 1) & (prediction < threshold) |
||
| 378 | TP = 321 / 516 (truth == 1) & (prediction >= threshold) |
||
| 379 | |||
| 380 | FP = 41 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 381 | TN = 1,532 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 382 | |||
| 383 | |||
| 384 | :::: Matthews correlation coefficient = +0.68 :::: |
||
| 385 | |||
| 386 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 387 | f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 388 | Saved model file: ./models/model_hus125_hl1_time1524154421 |
||
| 389 | |||
| 390 | $$$ hidden_units = 150 hidden_layers = 1 $$$ |
||
| 391 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1464% |
||
| 392 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96267% |
||
| 393 | completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.84562% |
||
| 394 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75517% |
||
| 395 | completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.67848% |
||
| 396 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.60883% |
||
| 397 | completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.5433% |
||
| 398 | completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.47964% |
||
| 399 | completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.41716% |
||
| 400 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.35614% |
||
| 401 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.2998% |
||
| 402 | completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.24656% |
||
| 403 | completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.19663% |
||
| 404 | completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.15271% |
||
| 405 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.11102% |
||
| 406 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.07296% |
||
| 407 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.03678% |
||
| 408 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.00267% |
||
| 409 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.9718% |
||
| 410 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.94256% |
||
| 411 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.91435% |
||
| 412 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.88816% |
||
| 413 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.8625% |
||
| 414 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.8388% |
||
| 415 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.81627% |
||
| 416 | |||
| 417 | |||
| 418 | ### executeTest(perceptron, validation_patient_profile) |
||
| 419 | |||
| 420 | Correct predictions = 87.65% |
||
| 421 | #FPplusFN=2089 |
||
| 422 | minError=230 minErrorIndex=1 globalThreshold =-2.3722959359813 |
||
| 423 | metrics area_roc = 88.69% |
||
| 424 | (beta) metrics area_precision_recall = 65.43% |
||
| 425 | |||
| 426 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 427 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 428 | TOTAL: |
||
| 429 | FN = 218 / 516 (truth == 1) & (prediction < threshold) |
||
| 430 | TP = 298 / 516 (truth == 1) & (prediction >= threshold) |
||
| 431 | |||
| 432 | FP = 40 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 433 | TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 434 | |||
| 435 | |||
| 436 | :::: Matthews correlation coefficient = +0.65 :::: |
||
| 437 | |||
| 438 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 439 | f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 440 | Saved model file: ./models/model_hus150_hl1_time1524154676 |
||
| 441 | |||
| 442 | $$$ hidden_units = 175 hidden_layers = 1 $$$ |
||
| 443 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.14966% |
||
| 444 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.95914% |
||
| 445 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83991% |
||
| 446 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.74518% |
||
| 447 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.66336% |
||
| 448 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.59026% |
||
| 449 | completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.51878% |
||
| 450 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.4476% |
||
| 451 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.37964% |
||
| 452 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.31496% |
||
| 453 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.25533% |
||
| 454 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.2016% |
||
| 455 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.15382% |
||
| 456 | completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.10865% |
||
| 457 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.06707% |
||
| 458 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.02774% |
||
| 459 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.99089% |
||
| 460 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.95756% |
||
| 461 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.92495% |
||
| 462 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.89354% |
||
| 463 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.86419% |
||
| 464 | completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.83602% |
||
| 465 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.80987% |
||
| 466 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.7848% |
||
| 467 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.76124% |
||
| 468 | |||
| 469 | |||
| 470 | ### executeTest(perceptron, validation_patient_profile) |
||
| 471 | |||
| 472 | Correct predictions = 86.5% |
||
| 473 | #FPplusFN=2089 |
||
| 474 | minError=242 minErrorIndex=1 globalThreshold =-2.6244255207368 |
||
| 475 | metrics area_roc = 88.65% |
||
| 476 | (beta) metrics area_precision_recall = 64.79% |
||
| 477 | |||
| 478 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 479 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 480 | TOTAL: |
||
| 481 | FN = 231 / 516 (truth == 1) & (prediction < threshold) |
||
| 482 | TP = 285 / 516 (truth == 1) & (prediction >= threshold) |
||
| 483 | |||
| 484 | FP = 51 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 485 | TN = 1,522 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 486 | |||
| 487 | |||
| 488 | :::: Matthews correlation coefficient = +0.61 :::: |
||
| 489 | |||
| 490 | accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 491 | f1_score = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 492 | Saved model file: ./models/model_hus175_hl1_time1524154976 |
||
| 493 | |||
| 494 | $$$ hidden_units = 200 hidden_layers = 1 $$$ |
||
| 495 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15012% |
||
| 496 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94958% |
||
| 497 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81756% |
||
| 498 | completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.71495% |
||
| 499 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62536% |
||
| 500 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.54218% |
||
| 501 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.4624% |
||
| 502 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.38596% |
||
| 503 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.31429% |
||
| 504 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.24969% |
||
| 505 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.19078% |
||
| 506 | completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.13617% |
||
| 507 | completion: 52% (epoch=104)(element=6266) loss = 0.002 error progress = 1.08661% |
||
| 508 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.0424% |
||
| 509 | completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.00272% |
||
| 510 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.96464% |
||
| 511 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92948% |
||
| 512 | completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.89607% |
||
| 513 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.8649% |
||
| 514 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.83586% |
||
| 515 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.80945% |
||
| 516 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.78346% |
||
| 517 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.7601% |
||
| 518 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.73742% |
||
| 519 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.71652% |
||
| 520 | |||
| 521 | |||
| 522 | ### executeTest(perceptron, validation_patient_profile) |
||
| 523 | |||
| 524 | Correct predictions = 88.13% |
||
| 525 | #FPplusFN=2089 |
||
| 526 | minError=225 minErrorIndex=1 globalThreshold =-2.6367132024173 |
||
| 527 | metrics area_roc = 88.37% |
||
| 528 | (beta) metrics area_precision_recall = 67.12% |
||
| 529 | |||
| 530 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 531 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 532 | TOTAL: |
||
| 533 | FN = 210 / 516 (truth == 1) & (prediction < threshold) |
||
| 534 | TP = 306 / 516 (truth == 1) & (prediction >= threshold) |
||
| 535 | |||
| 536 | FP = 38 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 537 | TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 538 | |||
| 539 | |||
| 540 | :::: Matthews correlation coefficient = +0.66 :::: |
||
| 541 | |||
| 542 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 543 | f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 544 | Saved model file: ./models/model_hus200_hl1_time1524155333 |
||
| 545 | |||
| 546 | $$$ hidden_units = 225 hidden_layers = 1 $$$ |
||
| 547 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13154% |
||
| 548 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93873% |
||
| 549 | completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.81511% |
||
| 550 | completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 1.71681% |
||
| 551 | completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.6315% |
||
| 552 | completion: 24% (epoch=48)(element=6266) loss = 0.004 error progress = 1.55382% |
||
| 553 | completion: 28% (epoch=56)(element=6266) loss = 0.003 error progress = 1.47761% |
||
| 554 | completion: 32% (epoch=64)(element=6266) loss = 0.003 error progress = 1.40165% |
||
| 555 | completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 1.32875% |
||
| 556 | completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.25982% |
||
| 557 | completion: 44% (epoch=88)(element=6266) loss = 0.003 error progress = 1.19633% |
||
| 558 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.1391% |
||
| 559 | completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.08775% |
||
| 560 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.04051% |
||
| 561 | completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.99698% |
||
| 562 | completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.95754% |
||
| 563 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92031% |
||
| 564 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.88502% |
||
| 565 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.85215% |
||
| 566 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.82093% |
||
| 567 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.79214% |
||
| 568 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.76583% |
||
| 569 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.74065% |
||
| 570 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.71747% |
||
| 571 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.69583% |
||
| 572 | |||
| 573 | |||
| 574 | ### executeTest(perceptron, validation_patient_profile) |
||
| 575 | |||
| 576 | Correct predictions = 88.27% |
||
| 577 | #FPplusFN=2089 |
||
| 578 | minError=230 minErrorIndex=1 globalThreshold =-2.7898888653283 |
||
| 579 | metrics area_roc = 89.66% |
||
| 580 | (beta) metrics area_precision_recall = 67.5% |
||
| 581 | |||
| 582 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 583 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 584 | TOTAL: |
||
| 585 | FN = 205 / 516 (truth == 1) & (prediction < threshold) |
||
| 586 | TP = 311 / 516 (truth == 1) & (prediction >= threshold) |
||
| 587 | |||
| 588 | FP = 40 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 589 | TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 590 | |||
| 591 | |||
| 592 | :::: Matthews correlation coefficient = +0.67 :::: |
||
| 593 | |||
| 594 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 595 | f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 596 | Saved model file: ./models/model_hus225_hl1_time1524155745 |
||
| 597 | |||
| 598 | $$$ hidden_units = 250 hidden_layers = 1 $$$ |
||
| 599 | completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.13316% |
||
| 600 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94993% |
||
| 601 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82653% |
||
| 602 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.7258% |
||
| 603 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.6351% |
||
| 604 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.54774% |
||
| 605 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.46289% |
||
| 606 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.38276% |
||
| 607 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.30677% |
||
| 608 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.23745% |
||
| 609 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.17616% |
||
| 610 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.12226% |
||
| 611 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.07201% |
||
| 612 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.02695% |
||
| 613 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.98378% |
||
| 614 | completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.94358% |
||
| 615 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.90598% |
||
| 616 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.87107% |
||
| 617 | completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.83779% |
||
| 618 | completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.80714% |
||
| 619 | completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.77882% |
||
| 620 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.75293% |
||
| 621 | completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.72867% |
||
| 622 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.70594% |
||
| 623 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.6842% |
||
| 624 | |||
| 625 | |||
| 626 | ### executeTest(perceptron, validation_patient_profile) |
||
| 627 | |||
| 628 | Correct predictions = 88.75% |
||
| 629 | #FPplusFN=2089 |
||
| 630 | minError=222 minErrorIndex=1 globalThreshold =-3.7541890160336 |
||
| 631 | metrics area_roc = 89.27% |
||
| 632 | (beta) metrics area_precision_recall = 68.67% |
||
| 633 | |||
| 634 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 635 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 636 | TOTAL: |
||
| 637 | FN = 197 / 516 (truth == 1) & (prediction < threshold) |
||
| 638 | TP = 319 / 516 (truth == 1) & (prediction >= threshold) |
||
| 639 | |||
| 640 | FP = 38 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 641 | TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 642 | |||
| 643 | |||
| 644 | :::: Matthews correlation coefficient = +0.68 :::: |
||
| 645 | |||
| 646 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 647 | f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 648 | Saved model file: ./models/model_hus250_hl1_time1524156221 |
||
| 649 | |||
| 650 | $$$ hidden_units = 275 hidden_layers = 1 $$$ |
||
| 651 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10029% |
||
| 652 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.89926% |
||
| 653 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76827% |
||
| 654 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66469% |
||
| 655 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.57352% |
||
| 656 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.4868% |
||
| 657 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.4041% |
||
| 658 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.32345% |
||
| 659 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.24766% |
||
| 660 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.18008% |
||
| 661 | completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.11868% |
||
| 662 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.06338% |
||
| 663 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.01273% |
||
| 664 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.96576% |
||
| 665 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.92296% |
||
| 666 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.88416% |
||
| 667 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.84705% |
||
| 668 | completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.81329% |
||
| 669 | completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.78252% |
||
| 670 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.75233% |
||
| 671 | completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.72516% |
||
| 672 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69963% |
||
| 673 | completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.67554% |
||
| 674 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.6532% |
||
| 675 | completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.63192% |
||
| 676 | |||
| 677 | |||
| 678 | ### executeTest(perceptron, validation_patient_profile) |
||
| 679 | |||
| 680 | Correct predictions = 87.89% |
||
| 681 | #FPplusFN=2089 |
||
| 682 | minError=225 minErrorIndex=1 globalThreshold =-2.0967601624483 |
||
| 683 | metrics area_roc = 89.53% |
||
| 684 | (beta) metrics area_precision_recall = 67.87% |
||
| 685 | |||
| 686 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 687 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 688 | TOTAL: |
||
| 689 | FN = 220 / 516 (truth == 1) & (prediction < threshold) |
||
| 690 | TP = 296 / 516 (truth == 1) & (prediction >= threshold) |
||
| 691 | |||
| 692 | FP = 33 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 693 | TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 694 | |||
| 695 | |||
| 696 | :::: Matthews correlation coefficient = +0.65 :::: |
||
| 697 | |||
| 698 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 699 | f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 700 | Saved model file: ./models/model_hus275_hl1_time1524156766 |
||
| 701 | |||
| 702 | $$$ hidden_units = 300 hidden_layers = 1 $$$ |
||
| 703 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11707% |
||
| 704 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91336% |
||
| 705 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77926% |
||
| 706 | completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.67172% |
||
| 707 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.57517% |
||
| 708 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.48232% |
||
| 709 | completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.39414% |
||
| 710 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31077% |
||
| 711 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.23384% |
||
| 712 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.16492% |
||
| 713 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.1048% |
||
| 714 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.05088% |
||
| 715 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.00228% |
||
| 716 | completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.95644% |
||
| 717 | completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.91475% |
||
| 718 | completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.8768% |
||
| 719 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.84127% |
||
| 720 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.80822% |
||
| 721 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.77702% |
||
| 722 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.74801% |
||
| 723 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7214% |
||
| 724 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69579% |
||
| 725 | completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.67213% |
||
| 726 | completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.64972% |
||
| 727 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62857% |
||
| 728 | |||
| 729 | |||
| 730 | ### executeTest(perceptron, validation_patient_profile) |
||
| 731 | |||
| 732 | Correct predictions = 88.18% |
||
| 733 | #FPplusFN=2089 |
||
| 734 | minError=232 minErrorIndex=1 globalThreshold =-2.9299335199905 |
||
| 735 | metrics area_roc = 90.01% |
||
| 736 | (beta) metrics area_precision_recall = 65.02% |
||
| 737 | |||
| 738 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 739 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 740 | TOTAL: |
||
| 741 | FN = 210 / 516 (truth == 1) & (prediction < threshold) |
||
| 742 | TP = 306 / 516 (truth == 1) & (prediction >= threshold) |
||
| 743 | |||
| 744 | FP = 37 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 745 | TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 746 | |||
| 747 | |||
| 748 | :::: Matthews correlation coefficient = +0.66 :::: |
||
| 749 | |||
| 750 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 751 | f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 752 | Saved model file: ./models/model_hus300_hl1_time1524157388 |
||
| 753 | |||
| 754 | $$$ hidden_units = 350 hidden_layers = 1 $$$ |
||
| 755 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11786% |
||
| 756 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9232% |
||
| 757 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7872% |
||
| 758 | completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 1.67436% |
||
| 759 | completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.57129% |
||
| 760 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.47229% |
||
| 761 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.37583% |
||
| 762 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.2834% |
||
| 763 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.20188% |
||
| 764 | completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.13113% |
||
| 765 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.06922% |
||
| 766 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.01375% |
||
| 767 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.96246% |
||
| 768 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.91681% |
||
| 769 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.87484% |
||
| 770 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.83642% |
||
| 771 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.80017% |
||
| 772 | completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.76706% |
||
| 773 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73636% |
||
| 774 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70823% |
||
| 775 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.68207% |
||
| 776 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.65741% |
||
| 777 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.63491% |
||
| 778 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.61353% |
||
| 779 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.59349% |
||
| 780 | |||
| 781 | |||
| 782 | ### executeTest(perceptron, validation_patient_profile) |
||
| 783 | |||
| 784 | Correct predictions = 88.51% |
||
| 785 | #FPplusFN=2089 |
||
| 786 | minError=218 minErrorIndex=1 globalThreshold =-2.1729631455815 |
||
| 787 | metrics area_roc = 89.27% |
||
| 788 | (beta) metrics area_precision_recall = 69% |
||
| 789 | |||
| 790 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 791 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 792 | TOTAL: |
||
| 793 | FN = 210 / 516 (truth == 1) & (prediction < threshold) |
||
| 794 | TP = 306 / 516 (truth == 1) & (prediction >= threshold) |
||
| 795 | |||
| 796 | FP = 30 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 797 | TN = 1,543 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 798 | |||
| 799 | |||
| 800 | :::: Matthews correlation coefficient = +0.67 :::: |
||
| 801 | |||
| 802 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 803 | f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 804 | Saved model file: ./models/model_hus350_hl1_time1524161126 |
||
| 805 | |||
| 806 | $$$ hidden_units = 400 hidden_layers = 1 $$$ |
||
| 807 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10177% |
||
| 808 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90008% |
||
| 809 | completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.76609% |
||
| 810 | completion: 16% (epoch=32)(element=6266) loss = 0.003 error progress = 1.65354% |
||
| 811 | completion: 20% (epoch=40)(element=6266) loss = 0.003 error progress = 1.54732% |
||
| 812 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.44404% |
||
| 813 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.34364% |
||
| 814 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.24911% |
||
| 815 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.1694% |
||
| 816 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.10058% |
||
| 817 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.03974% |
||
| 818 | completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.98401% |
||
| 819 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.93482% |
||
| 820 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.88956% |
||
| 821 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.84744% |
||
| 822 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.80842% |
||
| 823 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.77344% |
||
| 824 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.74088% |
||
| 825 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.71112% |
||
| 826 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.68253% |
||
| 827 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.65703% |
||
| 828 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.63374% |
||
| 829 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.61128% |
||
| 830 | completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.59069% |
||
| 831 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.57113% |
||
| 832 | |||
| 833 | |||
| 834 | ### executeTest(perceptron, validation_patient_profile) |
||
| 835 | |||
| 836 | Correct predictions = 88.27% |
||
| 837 | #FPplusFN=2089 |
||
| 838 | minError=223 minErrorIndex=1 globalThreshold =-2.1721202215681 |
||
| 839 | metrics area_roc = 90.11% |
||
| 840 | (beta) metrics area_precision_recall = 68.58% |
||
| 841 | |||
| 842 | duration the new area_roc metrics ROC_AUC_computer function: 1 seconds |
||
| 843 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 01 seconds |
||
| 844 | TOTAL: |
||
| 845 | FN = 200 / 516 (truth == 1) & (prediction < threshold) |
||
| 846 | TP = 316 / 516 (truth == 1) & (prediction >= threshold) |
||
| 847 | |||
| 848 | FP = 45 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 849 | TN = 1,528 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 850 | |||
| 851 | |||
| 852 | :::: Matthews correlation coefficient = +0.67 :::: |
||
| 853 | |||
| 854 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 855 | f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 856 | Saved model file: ./models/model_hus400_hl1_time1524165186 |
||
| 857 | |||
| 858 | $$$ hidden_units = 5 hidden_layers = 2 $$$ |
||
| 859 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.61043% |
||
| 860 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.34915% |
||
| 861 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.23334% |
||
| 862 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.1568% |
||
| 863 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.10068% |
||
| 864 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.05297% |
||
| 865 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.01403% |
||
| 866 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.98175% |
||
| 867 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.95459% |
||
| 868 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.93164% |
||
| 869 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.91158% |
||
| 870 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.89389% |
||
| 871 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.87828% |
||
| 872 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.8652% |
||
| 873 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.85368% |
||
| 874 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.84361% |
||
| 875 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.83455% |
||
| 876 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.82613% |
||
| 877 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.8182% |
||
| 878 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.8109% |
||
| 879 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.80442% |
||
| 880 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.79822% |
||
| 881 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.79256% |
||
| 882 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.78701% |
||
| 883 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.78202% |
||
| 884 | |||
| 885 | |||
| 886 | ### executeTest(perceptron, validation_patient_profile) |
||
| 887 | |||
| 888 | Correct predictions = 88.08% |
||
| 889 | #FPplusFN=2089 |
||
| 890 | minError=198 minErrorIndex=1 globalThreshold =-1.005537014447 |
||
| 891 | metrics area_roc = 93.45% |
||
| 892 | (beta) metrics area_precision_recall = 75.42% |
||
| 893 | |||
| 894 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 895 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 896 | TOTAL: |
||
| 897 | FN = 236 / 516 (truth == 1) & (prediction < threshold) |
||
| 898 | TP = 280 / 516 (truth == 1) & (prediction >= threshold) |
||
| 899 | |||
| 900 | FP = 13 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 901 | TN = 1,560 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 902 | |||
| 903 | |||
| 904 | :::: Matthews correlation coefficient = +0.66 :::: |
||
| 905 | |||
| 906 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 907 | f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 908 | Saved model file: ./models/model_hus5_hl2_time1524165299 |
||
| 909 | |||
| 910 | $$$ hidden_units = 10 hidden_layers = 2 $$$ |
||
| 911 | completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.45013% |
||
| 912 | completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.21174% |
||
| 913 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.08425% |
||
| 914 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.99784% |
||
| 915 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.93257% |
||
| 916 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.88367% |
||
| 917 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.84443% |
||
| 918 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.81212% |
||
| 919 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.78493% |
||
| 920 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.76211% |
||
| 921 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.74165% |
||
| 922 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.72319% |
||
| 923 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.70764% |
||
| 924 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.69309% |
||
| 925 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.67891% |
||
| 926 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.66566% |
||
| 927 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.65323% |
||
| 928 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.64248% |
||
| 929 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.63248% |
||
| 930 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.62257% |
||
| 931 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.61333% |
||
| 932 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.60462% |
||
| 933 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.597% |
||
| 934 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.59002% |
||
| 935 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.58269% |
||
| 936 | |||
| 937 | |||
| 938 | ### executeTest(perceptron, validation_patient_profile) |
||
| 939 | |||
| 940 | Correct predictions = 88.51% |
||
| 941 | #FPplusFN=2089 |
||
| 942 | minError=222 minErrorIndex=1 globalThreshold =-1.502667360802 |
||
| 943 | metrics area_roc = 91.9% |
||
| 944 | (beta) metrics area_precision_recall = 73.96% |
||
| 945 | |||
| 946 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 947 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 948 | TOTAL: |
||
| 949 | FN = 215 / 516 (truth == 1) & (prediction < threshold) |
||
| 950 | TP = 301 / 516 (truth == 1) & (prediction >= threshold) |
||
| 951 | |||
| 952 | FP = 25 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 953 | TN = 1,548 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 954 | |||
| 955 | |||
| 956 | :::: Matthews correlation coefficient = +0.67 :::: |
||
| 957 | |||
| 958 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 959 | f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 960 | Saved model file: ./models/model_hus10_hl2_time1524165414 |
||
| 961 | |||
| 962 | $$$ hidden_units = 25 hidden_layers = 2 $$$ |
||
| 963 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.23264% |
||
| 964 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.042% |
||
| 965 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.92049% |
||
| 966 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.83799% |
||
| 967 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.77692% |
||
| 968 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.73048% |
||
| 969 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.69121% |
||
| 970 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.65937% |
||
| 971 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.63178% |
||
| 972 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.60779% |
||
| 973 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.58584% |
||
| 974 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.56517% |
||
| 975 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.54463% |
||
| 976 | completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.52412% |
||
| 977 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.50659% |
||
| 978 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.48953% |
||
| 979 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.47242% |
||
| 980 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.45816% |
||
| 981 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.44288% |
||
| 982 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.42741% |
||
| 983 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.41232% |
||
| 984 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.39755% |
||
| 985 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.38401% |
||
| 986 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.37068% |
||
| 987 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.35799% |
||
| 988 | |||
| 989 | |||
| 990 | ### executeTest(perceptron, validation_patient_profile) |
||
| 991 | |||
| 992 | Correct predictions = 87.17% |
||
| 993 | #FPplusFN=2089 |
||
| 994 | minError=256 minErrorIndex=1 globalThreshold =-1.7269320895413 |
||
| 995 | metrics area_roc = 89.77% |
||
| 996 | (beta) metrics area_precision_recall = 60.9% |
||
| 997 | |||
| 998 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 999 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1000 | TOTAL: |
||
| 1001 | FN = 206 / 516 (truth == 1) & (prediction < threshold) |
||
| 1002 | TP = 310 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1003 | |||
| 1004 | FP = 62 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1005 | TN = 1,511 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1006 | |||
| 1007 | |||
| 1008 | :::: Matthews correlation coefficient = +0.63 :::: |
||
| 1009 | |||
| 1010 | accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1011 | f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1012 | Saved model file: ./models/model_hus25_hl2_time1524165539 |
||
| 1013 | |||
| 1014 | $$$ hidden_units = 50 hidden_layers = 2 $$$ |
||
| 1015 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.21417% |
||
| 1016 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.01289% |
||
| 1017 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.89028% |
||
| 1018 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.80321% |
||
| 1019 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.73728% |
||
| 1020 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.68603% |
||
| 1021 | completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.64209% |
||
| 1022 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.60229% |
||
| 1023 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.56527% |
||
| 1024 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.52841% |
||
| 1025 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.49283% |
||
| 1026 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.45838% |
||
| 1027 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.42582% |
||
| 1028 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.3949% |
||
| 1029 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.36419% |
||
| 1030 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.3335% |
||
| 1031 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.30335% |
||
| 1032 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.27356% |
||
| 1033 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.24528% |
||
| 1034 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.21848% |
||
| 1035 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.19163% |
||
| 1036 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.1659% |
||
| 1037 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.14109% |
||
| 1038 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.11685% |
||
| 1039 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.09385% |
||
| 1040 | |||
| 1041 | |||
| 1042 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1043 | |||
| 1044 | Correct predictions = 88.65% |
||
| 1045 | #FPplusFN=2089 |
||
| 1046 | minError=230 minErrorIndex=1 globalThreshold =-2.1932968616912 |
||
| 1047 | metrics area_roc = 89.38% |
||
| 1048 | (beta) metrics area_precision_recall = 43% |
||
| 1049 | |||
| 1050 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1051 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1052 | TOTAL: |
||
| 1053 | FN = 165 / 516 (truth == 1) & (prediction < threshold) |
||
| 1054 | TP = 351 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1055 | |||
| 1056 | FP = 72 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1057 | TN = 1,501 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1058 | |||
| 1059 | |||
| 1060 | :::: Matthews correlation coefficient = +0.68 :::: |
||
| 1061 | |||
| 1062 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1063 | f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1064 | Saved model file: ./models/model_hus50_hl2_time1524165699 |
||
| 1065 | |||
| 1066 | $$$ hidden_units = 75 hidden_layers = 2 $$$ |
||
| 1067 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.18222% |
||
| 1068 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.98517% |
||
| 1069 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.86967% |
||
| 1070 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.79223% |
||
| 1071 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.72974% |
||
| 1072 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.67668% |
||
| 1073 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.62543% |
||
| 1074 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57517% |
||
| 1075 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.52827% |
||
| 1076 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.48271% |
||
| 1077 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.43698% |
||
| 1078 | completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.39392% |
||
| 1079 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.35397% |
||
| 1080 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.31509% |
||
| 1081 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.27639% |
||
| 1082 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.23696% |
||
| 1083 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.19923% |
||
| 1084 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.16386% |
||
| 1085 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.12967% |
||
| 1086 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.09708% |
||
| 1087 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.06574% |
||
| 1088 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.03573% |
||
| 1089 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.00799% |
||
| 1090 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.98185% |
||
| 1091 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.95682% |
||
| 1092 | |||
| 1093 | |||
| 1094 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1095 | |||
| 1096 | Correct predictions = 88.32% |
||
| 1097 | #FPplusFN=2089 |
||
| 1098 | minError=233 minErrorIndex=1 globalThreshold =-2.0533067876911 |
||
| 1099 | metrics area_roc = 88.13% |
||
| 1100 | (beta) metrics area_precision_recall = 56.25% |
||
| 1101 | |||
| 1102 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1103 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1104 | TOTAL: |
||
| 1105 | FN = 180 / 516 (truth == 1) & (prediction < threshold) |
||
| 1106 | TP = 336 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1107 | |||
| 1108 | FP = 64 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1109 | TN = 1,509 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1110 | |||
| 1111 | |||
| 1112 | :::: Matthews correlation coefficient = +0.67 :::: |
||
| 1113 | |||
| 1114 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1115 | f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1116 | Saved model file: ./models/model_hus75_hl2_time1524165897 |
||
| 1117 | |||
| 1118 | $$$ hidden_units = 100 hidden_layers = 2 $$$ |
||
| 1119 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16669% |
||
| 1120 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96599% |
||
| 1121 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.84594% |
||
| 1122 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75983% |
||
| 1123 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.68675% |
||
| 1124 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.62109% |
||
| 1125 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.55872% |
||
| 1126 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.49778% |
||
| 1127 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.43895% |
||
| 1128 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.38385% |
||
| 1129 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.33136% |
||
| 1130 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.28256% |
||
| 1131 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.23657% |
||
| 1132 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.19035% |
||
| 1133 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.14675% |
||
| 1134 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.10631% |
||
| 1135 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.06698% |
||
| 1136 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.03029% |
||
| 1137 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.99548% |
||
| 1138 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.96307% |
||
| 1139 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.93244% |
||
| 1140 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.90321% |
||
| 1141 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.87589% |
||
| 1142 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.84999% |
||
| 1143 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.82539% |
||
| 1144 | |||
| 1145 | |||
| 1146 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1147 | |||
| 1148 | Correct predictions = 88.89% |
||
| 1149 | #FPplusFN=2089 |
||
| 1150 | minError=225 minErrorIndex=1 globalThreshold =-2.1841671379024 |
||
| 1151 | metrics area_roc = 86.73% |
||
| 1152 | (beta) metrics area_precision_recall = 64.46% |
||
| 1153 | |||
| 1154 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1155 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1156 | TOTAL: |
||
| 1157 | FN = 185 / 516 (truth == 1) & (prediction < threshold) |
||
| 1158 | TP = 331 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1159 | |||
| 1160 | FP = 47 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1161 | TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1162 | |||
| 1163 | |||
| 1164 | :::: Matthews correlation coefficient = +0.69 :::: |
||
| 1165 | |||
| 1166 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1167 | f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1168 | Saved model file: ./models/model_hus100_hl2_time1524166151 |
||
| 1169 | |||
| 1170 | $$$ hidden_units = 125 hidden_layers = 2 $$$ |
||
| 1171 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1556% |
||
| 1172 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94808% |
||
| 1173 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.8227% |
||
| 1174 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.73251% |
||
| 1175 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.65465% |
||
| 1176 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.58357% |
||
| 1177 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.51711% |
||
| 1178 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.45043% |
||
| 1179 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.38558% |
||
| 1180 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.32276% |
||
| 1181 | completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.26425% |
||
| 1182 | completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.20816% |
||
| 1183 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.15397% |
||
| 1184 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.10261% |
||
| 1185 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.0549% |
||
| 1186 | completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.01137% |
||
| 1187 | completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.97142% |
||
| 1188 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.93523% |
||
| 1189 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.90027% |
||
| 1190 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.86852% |
||
| 1191 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.83837% |
||
| 1192 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.8095% |
||
| 1193 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.78278% |
||
| 1194 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.75768% |
||
| 1195 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.73376% |
||
| 1196 | |||
| 1197 | |||
| 1198 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1199 | |||
| 1200 | Correct predictions = 89.18% |
||
| 1201 | #FPplusFN=2089 |
||
| 1202 | minError=221 minErrorIndex=1 globalThreshold =-1.8536333647676 |
||
| 1203 | metrics area_roc = 88.74% |
||
| 1204 | (beta) metrics area_precision_recall = 61.08% |
||
| 1205 | |||
| 1206 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1207 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1208 | TOTAL: |
||
| 1209 | FN = 169 / 516 (truth == 1) & (prediction < threshold) |
||
| 1210 | TP = 347 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1211 | |||
| 1212 | FP = 57 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1213 | TN = 1,516 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1214 | |||
| 1215 | |||
| 1216 | :::: Matthews correlation coefficient = +0.69 :::: |
||
| 1217 | |||
| 1218 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1219 | f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1220 | Saved model file: ./models/model_hus125_hl2_time1524166472 |
||
| 1221 | |||
| 1222 | $$$ hidden_units = 150 hidden_layers = 2 $$$ |
||
| 1223 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15341% |
||
| 1224 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94832% |
||
| 1225 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82033% |
||
| 1226 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.72185% |
||
| 1227 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.63838% |
||
| 1228 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.56367% |
||
| 1229 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.49016% |
||
| 1230 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.41651% |
||
| 1231 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.34688% |
||
| 1232 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.28193% |
||
| 1233 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.22018% |
||
| 1234 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.16225% |
||
| 1235 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.10959% |
||
| 1236 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.06026% |
||
| 1237 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.01344% |
||
| 1238 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.96995% |
||
| 1239 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.92894% |
||
| 1240 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.89194% |
||
| 1241 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.85687% |
||
| 1242 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.82422% |
||
| 1243 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7932% |
||
| 1244 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.76485% |
||
| 1245 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.73861% |
||
| 1246 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.71353% |
||
| 1247 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.68963% |
||
| 1248 | |||
| 1249 | |||
| 1250 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1251 | |||
| 1252 | Correct predictions = 89.47% |
||
| 1253 | #FPplusFN=2089 |
||
| 1254 | minError=214 minErrorIndex=1 globalThreshold =-2.1107329079799 |
||
| 1255 | metrics area_roc = 87.22% |
||
| 1256 | (beta) metrics area_precision_recall = 40.34% |
||
| 1257 | |||
| 1258 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1259 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1260 | TOTAL: |
||
| 1261 | FN = 182 / 516 (truth == 1) & (prediction < threshold) |
||
| 1262 | TP = 334 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1263 | |||
| 1264 | FP = 38 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1265 | TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1266 | |||
| 1267 | |||
| 1268 | :::: Matthews correlation coefficient = +0.7 :::: |
||
| 1269 | |||
| 1270 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1271 | f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1272 | Saved model file: ./models/model_hus150_hl2_time1524166869 |
||
| 1273 | |||
| 1274 | $$$ hidden_units = 175 hidden_layers = 2 $$$ |
||
| 1275 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1451% |
||
| 1276 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93033% |
||
| 1277 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79433% |
||
| 1278 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68786% |
||
| 1279 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.59511% |
||
| 1280 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50992% |
||
| 1281 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.42585% |
||
| 1282 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.34724% |
||
| 1283 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.27375% |
||
| 1284 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.2084% |
||
| 1285 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.14695% |
||
| 1286 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.08903% |
||
| 1287 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.03459% |
||
| 1288 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.98485% |
||
| 1289 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.93949% |
||
| 1290 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.89715% |
||
| 1291 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.85716% |
||
| 1292 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.82083% |
||
| 1293 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.78611% |
||
| 1294 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.75431% |
||
| 1295 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7244% |
||
| 1296 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69607% |
||
| 1297 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.67109% |
||
| 1298 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64737% |
||
| 1299 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62566% |
||
| 1300 | |||
| 1301 | |||
| 1302 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1303 | |||
| 1304 | Correct predictions = 88.89% |
||
| 1305 | #FPplusFN=2089 |
||
| 1306 | minError=223 minErrorIndex=1 globalThreshold =-1.7431005491834 |
||
| 1307 | metrics area_roc = 87.79% |
||
| 1308 | (beta) metrics area_precision_recall = 63.69% |
||
| 1309 | |||
| 1310 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1311 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1312 | TOTAL: |
||
| 1313 | FN = 177 / 516 (truth == 1) & (prediction < threshold) |
||
| 1314 | TP = 339 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1315 | |||
| 1316 | FP = 55 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1317 | TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1318 | |||
| 1319 | |||
| 1320 | :::: Matthews correlation coefficient = +0.69 :::: |
||
| 1321 | |||
| 1322 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1323 | f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1324 | Saved model file: ./models/model_hus175_hl2_time1524167366 |
||
| 1325 | |||
| 1326 | $$$ hidden_units = 200 hidden_layers = 2 $$$ |
||
| 1327 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.1543% |
||
| 1328 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9345% |
||
| 1329 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79769% |
||
| 1330 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69451% |
||
| 1331 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.59885% |
||
| 1332 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50301% |
||
| 1333 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.41472% |
||
| 1334 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.33373% |
||
| 1335 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.25669% |
||
| 1336 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.1846% |
||
| 1337 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.11837% |
||
| 1338 | completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.05579% |
||
| 1339 | completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.99888% |
||
| 1340 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.94673% |
||
| 1341 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.89942% |
||
| 1342 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.85633% |
||
| 1343 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.81675% |
||
| 1344 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.78089% |
||
| 1345 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.74826% |
||
| 1346 | completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.7182% |
||
| 1347 | completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 0.69027% |
||
| 1348 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.6645% |
||
| 1349 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.64035% |
||
| 1350 | completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.61825% |
||
| 1351 | completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 0.59771% |
||
| 1352 | |||
| 1353 | |||
| 1354 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1355 | |||
| 1356 | Correct predictions = 88.7% |
||
| 1357 | #FPplusFN=2089 |
||
| 1358 | minError=219 minErrorIndex=1 globalThreshold =-2.033061355248 |
||
| 1359 | metrics area_roc = 88.61% |
||
| 1360 | (beta) metrics area_precision_recall = 60.1% |
||
| 1361 | |||
| 1362 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1363 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1364 | TOTAL: |
||
| 1365 | FN = 200 / 516 (truth == 1) & (prediction < threshold) |
||
| 1366 | TP = 316 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1367 | |||
| 1368 | FP = 36 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1369 | TN = 1,537 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1370 | |||
| 1371 | |||
| 1372 | :::: Matthews correlation coefficient = +0.68 :::: |
||
| 1373 | |||
| 1374 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1375 | f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1376 | Saved model file: ./models/model_hus200_hl2_time1524167957 |
||
| 1377 | |||
| 1378 | $$$ hidden_units = 225 hidden_layers = 2 $$$ |
||
| 1379 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13313% |
||
| 1380 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92941% |
||
| 1381 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79384% |
||
| 1382 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68577% |
||
| 1383 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58517% |
||
| 1384 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.48864% |
||
| 1385 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.39853% |
||
| 1386 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31518% |
||
| 1387 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.23659% |
||
| 1388 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.16616% |
||
| 1389 | completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.1002% |
||
| 1390 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.04011% |
||
| 1391 | completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.9851% |
||
| 1392 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.9348% |
||
| 1393 | completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 0.88824% |
||
| 1394 | completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.84552% |
||
| 1395 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.80621% |
||
| 1396 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.77119% |
||
| 1397 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73838% |
||
| 1398 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70808% |
||
| 1399 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.68027% |
||
| 1400 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.65431% |
||
| 1401 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.63035% |
||
| 1402 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.60818% |
||
| 1403 | completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.58719% |
||
| 1404 | |||
| 1405 | |||
| 1406 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1407 | |||
| 1408 | Correct predictions = 89.61% |
||
| 1409 | #FPplusFN=2089 |
||
| 1410 | minError=211 minErrorIndex=1 globalThreshold =-1.5135891460637 |
||
| 1411 | metrics area_roc = 90.99% |
||
| 1412 | (beta) metrics area_precision_recall = 62.41% |
||
| 1413 | |||
| 1414 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1415 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1416 | TOTAL: |
||
| 1417 | FN = 162 / 516 (truth == 1) & (prediction < threshold) |
||
| 1418 | TP = 354 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1419 | |||
| 1420 | FP = 55 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1421 | TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1422 | |||
| 1423 | |||
| 1424 | :::: Matthews correlation coefficient = +0.71 :::: |
||
| 1425 | |||
| 1426 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1427 | f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1428 | Saved model file: ./models/model_hus225_hl2_time1524171613 |
||
| 1429 | |||
| 1430 | $$$ hidden_units = 250 hidden_layers = 2 $$$ |
||
| 1431 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11973% |
||
| 1432 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90365% |
||
| 1433 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76431% |
||
| 1434 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65335% |
||
| 1435 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.55218% |
||
| 1436 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.45415% |
||
| 1437 | completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.36096% |
||
| 1438 | completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.27639% |
||
| 1439 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.19575% |
||
| 1440 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.12039% |
||
| 1441 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.05215% |
||
| 1442 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.99009% |
||
| 1443 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.93294% |
||
| 1444 | completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.88071% |
||
| 1445 | completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.8337% |
||
| 1446 | completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.79048% |
||
| 1447 | completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.75227% |
||
| 1448 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.71734% |
||
| 1449 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.68582% |
||
| 1450 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.65718% |
||
| 1451 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.63065% |
||
| 1452 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.60574% |
||
| 1453 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58259% |
||
| 1454 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.56218% |
||
| 1455 | completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.5431% |
||
| 1456 | |||
| 1457 | |||
| 1458 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1459 | |||
| 1460 | Correct predictions = 88.99% |
||
| 1461 | #FPplusFN=2089 |
||
| 1462 | minError=222 minErrorIndex=1 globalThreshold =-1.6526407093388 |
||
| 1463 | metrics area_roc = 87.95% |
||
| 1464 | (beta) metrics area_precision_recall = 58.33% |
||
| 1465 | |||
| 1466 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1467 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1468 | TOTAL: |
||
| 1469 | FN = 190 / 516 (truth == 1) & (prediction < threshold) |
||
| 1470 | TP = 326 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1471 | |||
| 1472 | FP = 40 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1473 | TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1474 | |||
| 1475 | |||
| 1476 | :::: Matthews correlation coefficient = +0.69 :::: |
||
| 1477 | |||
| 1478 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1479 | f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1480 | Saved model file: ./models/model_hus250_hl2_time1524175477 |
||
| 1481 | |||
| 1482 | $$$ hidden_units = 275 hidden_layers = 2 $$$ |
||
| 1483 | completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.12535% |
||
| 1484 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91852% |
||
| 1485 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78214% |
||
| 1486 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66854% |
||
| 1487 | completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.56591% |
||
| 1488 | completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.46419% |
||
| 1489 | completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.36796% |
||
| 1490 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.27772% |
||
| 1491 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.19444% |
||
| 1492 | completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.11846% |
||
| 1493 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.04874% |
||
| 1494 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.98657% |
||
| 1495 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.9304% |
||
| 1496 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.87845% |
||
| 1497 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.83197% |
||
| 1498 | completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 0.79018% |
||
| 1499 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.75201% |
||
| 1500 | completion: 72% (epoch=144)(element=6266) loss = 0.004 error progress = 0.71694% |
||
| 1501 | completion: 76% (epoch=152)(element=6266) loss = 0.002 error progress = 0.68517% |
||
| 1502 | completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 0.65551% |
||
| 1503 | completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.62865% |
||
| 1504 | completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 0.60369% |
||
| 1505 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58067% |
||
| 1506 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.55929% |
||
| 1507 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.53929% |
||
| 1508 | |||
| 1509 | |||
| 1510 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1511 | |||
| 1512 | Correct predictions = 89.04% |
||
| 1513 | #FPplusFN=2089 |
||
| 1514 | minError=221 minErrorIndex=1 globalThreshold =-2.0233597466751 |
||
| 1515 | metrics area_roc = 89% |
||
| 1516 | (beta) metrics area_precision_recall = 64.31% |
||
| 1517 | |||
| 1518 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1519 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1520 | TOTAL: |
||
| 1521 | FN = 187 / 516 (truth == 1) & (prediction < threshold) |
||
| 1522 | TP = 329 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1523 | |||
| 1524 | FP = 42 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1525 | TN = 1,531 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1526 | |||
| 1527 | |||
| 1528 | :::: Matthews correlation coefficient = +0.69 :::: |
||
| 1529 | |||
| 1530 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1531 | f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1532 | Saved model file: ./models/model_hus275_hl2_time1524179511 |
||
| 1533 | |||
| 1534 | $$$ hidden_units = 300 hidden_layers = 2 $$$ |
||
| 1535 | completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.10998% |
||
| 1536 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88949% |
||
| 1537 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.74243% |
||
| 1538 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.62272% |
||
| 1539 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.50815% |
||
| 1540 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.39796% |
||
| 1541 | completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.29478% |
||
| 1542 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.20109% |
||
| 1543 | completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.11704% |
||
| 1544 | completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.04051% |
||
| 1545 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.9727% |
||
| 1546 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.91177% |
||
| 1547 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.85696% |
||
| 1548 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.80832% |
||
| 1549 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.76547% |
||
| 1550 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.727% |
||
| 1551 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.69176% |
||
| 1552 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.66054% |
||
| 1553 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.63165% |
||
| 1554 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.60546% |
||
| 1555 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.58066% |
||
| 1556 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.55774% |
||
| 1557 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.53636% |
||
| 1558 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.51704% |
||
| 1559 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.49891% |
||
| 1560 | |||
| 1561 | |||
| 1562 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1563 | |||
| 1564 | Correct predictions = 89.76% |
||
| 1565 | #FPplusFN=2089 |
||
| 1566 | minError=202 minErrorIndex=1 globalThreshold =-1.8525686288094 |
||
| 1567 | metrics area_roc = 91.05% |
||
| 1568 | (beta) metrics area_precision_recall = 61.1% |
||
| 1569 | |||
| 1570 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1571 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1572 | TOTAL: |
||
| 1573 | FN = 168 / 516 (truth == 1) & (prediction < threshold) |
||
| 1574 | TP = 348 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1575 | |||
| 1576 | FP = 46 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1577 | TN = 1,527 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1578 | |||
| 1579 | |||
| 1580 | :::: Matthews correlation coefficient = +0.71 :::: |
||
| 1581 | |||
| 1582 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1583 | f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1584 | Saved model file: ./models/model_hus300_hl2_time1524183712 |
||
| 1585 | |||
| 1586 | $$$ hidden_units = 350 hidden_layers = 2 $$$ |
||
| 1587 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.08271% |
||
| 1588 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.868% |
||
| 1589 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.72162% |
||
| 1590 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.59526% |
||
| 1591 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.47529% |
||
| 1592 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.3595% |
||
| 1593 | completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.25258% |
||
| 1594 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.1582% |
||
| 1595 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.07609% |
||
| 1596 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.00259% |
||
| 1597 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.93736% |
||
| 1598 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.87924% |
||
| 1599 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.82748% |
||
| 1600 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.78099% |
||
| 1601 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.73946% |
||
| 1602 | completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.70211% |
||
| 1603 | completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.66778% |
||
| 1604 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.6367% |
||
| 1605 | completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.60837% |
||
| 1606 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.58222% |
||
| 1607 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.55805% |
||
| 1608 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.5364% |
||
| 1609 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.51614% |
||
| 1610 | completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.49741% |
||
| 1611 | completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.47998% |
||
| 1612 | |||
| 1613 | |||
| 1614 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1615 | |||
| 1616 | Correct predictions = 90% |
||
| 1617 | #FPplusFN=2089 |
||
| 1618 | minError=201 minErrorIndex=1 globalThreshold =-1.8442327973371 |
||
| 1619 | metrics area_roc = 89.56% |
||
| 1620 | (beta) metrics area_precision_recall = 70.96% |
||
| 1621 | |||
| 1622 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1623 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1624 | TOTAL: |
||
| 1625 | FN = 176 / 516 (truth == 1) & (prediction < threshold) |
||
| 1626 | TP = 340 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1627 | |||
| 1628 | FP = 33 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1629 | TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1630 | |||
| 1631 | |||
| 1632 | :::: Matthews correlation coefficient = +0.72 :::: |
||
| 1633 | |||
| 1634 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1635 | f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1636 | Saved model file: ./models/model_hus350_hl2_time1524188265 |
||
| 1637 | |||
| 1638 | $$$ hidden_units = 400 hidden_layers = 2 $$$ |
||
| 1639 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.07528% |
||
| 1640 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.86186% |
||
| 1641 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.71359% |
||
| 1642 | completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.5855% |
||
| 1643 | completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.46214% |
||
| 1644 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.3458% |
||
| 1645 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.24498% |
||
| 1646 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.1539% |
||
| 1647 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.07123% |
||
| 1648 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 0.99761% |
||
| 1649 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.931% |
||
| 1650 | completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.87106% |
||
| 1651 | completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.8183% |
||
| 1652 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.77195% |
||
| 1653 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.73001% |
||
| 1654 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.69243% |
||
| 1655 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.65842% |
||
| 1656 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.6274% |
||
| 1657 | completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.59836% |
||
| 1658 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.57202% |
||
| 1659 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.54831% |
||
| 1660 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.52592% |
||
| 1661 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.5056% |
||
| 1662 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.48702% |
||
| 1663 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.46958% |
||
| 1664 | |||
| 1665 | |||
| 1666 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1667 | |||
| 1668 | Correct predictions = 89.61% |
||
| 1669 | #FPplusFN=2089 |
||
| 1670 | minError=206 minErrorIndex=1 globalThreshold =-1.7155746529659 |
||
| 1671 | metrics area_roc = 89.57% |
||
| 1672 | (beta) metrics area_precision_recall = 64% |
||
| 1673 | |||
| 1674 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1675 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1676 | TOTAL: |
||
| 1677 | FN = 173 / 516 (truth == 1) & (prediction < threshold) |
||
| 1678 | TP = 343 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1679 | |||
| 1680 | FP = 44 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1681 | TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1682 | |||
| 1683 | |||
| 1684 | :::: Matthews correlation coefficient = +0.71 :::: |
||
| 1685 | |||
| 1686 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1687 | f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1688 | Saved model file: ./models/model_hus400_hl2_time1524193089 |
||
| 1689 | |||
| 1690 | $$$ hidden_units = 5 hidden_layers = 3 $$$ |
||
| 1691 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.52626% |
||
| 1692 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.28736% |
||
| 1693 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.17455% |
||
| 1694 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.101% |
||
| 1695 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.04295% |
||
| 1696 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.99687% |
||
| 1697 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.95921% |
||
| 1698 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.9293% |
||
| 1699 | completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.90278% |
||
| 1700 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.87983% |
||
| 1701 | completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.85856% |
||
| 1702 | completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.84187% |
||
| 1703 | completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.82604% |
||
| 1704 | completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.81358% |
||
| 1705 | completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.80291% |
||
| 1706 | completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.79285% |
||
| 1707 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.78276% |
||
| 1708 | completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.77349% |
||
| 1709 | completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.7645% |
||
| 1710 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.75716% |
||
| 1711 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.74963% |
||
| 1712 | completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.7429% |
||
| 1713 | completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.73659% |
||
| 1714 | completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.73107% |
||
| 1715 | completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.72576% |
||
| 1716 | |||
| 1717 | |||
| 1718 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1719 | |||
| 1720 | Correct predictions = 87.75% |
||
| 1721 | #FPplusFN=2089 |
||
| 1722 | minError=202 minErrorIndex=1 globalThreshold =-0.99255330679635 |
||
| 1723 | metrics area_roc = 92.09% |
||
| 1724 | (beta) metrics area_precision_recall = 74.3% |
||
| 1725 | |||
| 1726 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1727 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1728 | TOTAL: |
||
| 1729 | FN = 241 / 516 (truth == 1) & (prediction < threshold) |
||
| 1730 | TP = 275 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1731 | |||
| 1732 | FP = 15 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1733 | TN = 1,558 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1734 | |||
| 1735 | |||
| 1736 | :::: Matthews correlation coefficient = +0.65 :::: |
||
| 1737 | |||
| 1738 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1739 | f1_score = 0.68 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1740 | Saved model file: ./models/model_hus5_hl3_time1524193219 |
||
| 1741 | |||
| 1742 | $$$ hidden_units = 10 hidden_layers = 3 $$$ |
||
| 1743 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.38352% |
||
| 1744 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.20316% |
||
| 1745 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.08945% |
||
| 1746 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.00846% |
||
| 1747 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.94922% |
||
| 1748 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.90391% |
||
| 1749 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.86803% |
||
| 1750 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.83747% |
||
| 1751 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.81076% |
||
| 1752 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.78873% |
||
| 1753 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.76861% |
||
| 1754 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.75097% |
||
| 1755 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.73554% |
||
| 1756 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.72175% |
||
| 1757 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.71165% |
||
| 1758 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.70113% |
||
| 1759 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.68948% |
||
| 1760 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.67815% |
||
| 1761 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.66777% |
||
| 1762 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.65816% |
||
| 1763 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.64834% |
||
| 1764 | completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.63852% |
||
| 1765 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.62877% |
||
| 1766 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.61949% |
||
| 1767 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.61221% |
||
| 1768 | |||
| 1769 | |||
| 1770 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1771 | |||
| 1772 | Correct predictions = 88.89% |
||
| 1773 | #FPplusFN=2089 |
||
| 1774 | minError=212 minErrorIndex=1 globalThreshold =-1.0371227592153 |
||
| 1775 | metrics area_roc = 92.79% |
||
| 1776 | (beta) metrics area_precision_recall = 73.14% |
||
| 1777 | |||
| 1778 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1779 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1780 | TOTAL: |
||
| 1781 | FN = 188 / 516 (truth == 1) & (prediction < threshold) |
||
| 1782 | TP = 328 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1783 | |||
| 1784 | FP = 44 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1785 | TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1786 | |||
| 1787 | |||
| 1788 | :::: Matthews correlation coefficient = +0.69 :::: |
||
| 1789 | |||
| 1790 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1791 | f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1792 | Saved model file: ./models/model_hus10_hl3_time1524193351 |
||
| 1793 | |||
| 1794 | $$$ hidden_units = 25 hidden_layers = 3 $$$ |
||
| 1795 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.35287% |
||
| 1796 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.17013% |
||
| 1797 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.05882% |
||
| 1798 | completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.96925% |
||
| 1799 | completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.89612% |
||
| 1800 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.84139% |
||
| 1801 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.79774% |
||
| 1802 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.76086% |
||
| 1803 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.72961% |
||
| 1804 | completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.69998% |
||
| 1805 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.67498% |
||
| 1806 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.65304% |
||
| 1807 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.63394% |
||
| 1808 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.61653% |
||
| 1809 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.60002% |
||
| 1810 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.58557% |
||
| 1811 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.57075% |
||
| 1812 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.55658% |
||
| 1813 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.54344% |
||
| 1814 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.53071% |
||
| 1815 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.51899% |
||
| 1816 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.50776% |
||
| 1817 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.4941% |
||
| 1818 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.48233% |
||
| 1819 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.47028% |
||
| 1820 | |||
| 1821 | |||
| 1822 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1823 | |||
| 1824 | Correct predictions = 89.09% |
||
| 1825 | #FPplusFN=2089 |
||
| 1826 | minError=211 minErrorIndex=1 globalThreshold =-1.1319997437947 |
||
| 1827 | metrics area_roc = 91.67% |
||
| 1828 | (beta) metrics area_precision_recall = 73.98% |
||
| 1829 | |||
| 1830 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1831 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1832 | TOTAL: |
||
| 1833 | FN = 184 / 516 (truth == 1) & (prediction < threshold) |
||
| 1834 | TP = 332 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1835 | |||
| 1836 | FP = 44 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1837 | TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1838 | |||
| 1839 | |||
| 1840 | :::: Matthews correlation coefficient = +0.69 :::: |
||
| 1841 | |||
| 1842 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1843 | f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1844 | Saved model file: ./models/model_hus25_hl3_time1524193500 |
||
| 1845 | |||
| 1846 | $$$ hidden_units = 50 hidden_layers = 3 $$$ |
||
| 1847 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.2426% |
||
| 1848 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.02001% |
||
| 1849 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.9101% |
||
| 1850 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.82919% |
||
| 1851 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.76633% |
||
| 1852 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.7142% |
||
| 1853 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.66823% |
||
| 1854 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.62677% |
||
| 1855 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.58922% |
||
| 1856 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.55428% |
||
| 1857 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.52286% |
||
| 1858 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.49238% |
||
| 1859 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.46182% |
||
| 1860 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.43513% |
||
| 1861 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.40866% |
||
| 1862 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.38406% |
||
| 1863 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.35958% |
||
| 1864 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.3353% |
||
| 1865 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.31011% |
||
| 1866 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.28534% |
||
| 1867 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.26129% |
||
| 1868 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.23634% |
||
| 1869 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.21278% |
||
| 1870 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.18838% |
||
| 1871 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.16573% |
||
| 1872 | |||
| 1873 | |||
| 1874 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1875 | |||
| 1876 | Correct predictions = 88.42% |
||
| 1877 | #FPplusFN=2089 |
||
| 1878 | minError=227 minErrorIndex=1 globalThreshold =-1.4931617953822 |
||
| 1879 | metrics area_roc = 86.43% |
||
| 1880 | (beta) metrics area_precision_recall = 42.87% |
||
| 1881 | |||
| 1882 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1883 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1884 | TOTAL: |
||
| 1885 | FN = 194 / 516 (truth == 1) & (prediction < threshold) |
||
| 1886 | TP = 322 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1887 | |||
| 1888 | FP = 48 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1889 | TN = 1,525 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1890 | |||
| 1891 | |||
| 1892 | :::: Matthews correlation coefficient = +0.67 :::: |
||
| 1893 | |||
| 1894 | accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1895 | f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1896 | Saved model file: ./models/model_hus50_hl3_time1524193694 |
||
| 1897 | |||
| 1898 | $$$ hidden_units = 75 hidden_layers = 3 $$$ |
||
| 1899 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.24134% |
||
| 1900 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.00284% |
||
| 1901 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.88159% |
||
| 1902 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.79268% |
||
| 1903 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.72486% |
||
| 1904 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.67006% |
||
| 1905 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.6219% |
||
| 1906 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.57286% |
||
| 1907 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.52285% |
||
| 1908 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.47912% |
||
| 1909 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.44021% |
||
| 1910 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.40244% |
||
| 1911 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.36296% |
||
| 1912 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.32616% |
||
| 1913 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.29081% |
||
| 1914 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.25645% |
||
| 1915 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.22221% |
||
| 1916 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.18804% |
||
| 1917 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.15714% |
||
| 1918 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.12572% |
||
| 1919 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.09711% |
||
| 1920 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.06862% |
||
| 1921 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.04194% |
||
| 1922 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.01577% |
||
| 1923 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.9912% |
||
| 1924 | |||
| 1925 | |||
| 1926 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1927 | |||
| 1928 | Correct predictions = 88.65% |
||
| 1929 | #FPplusFN=2089 |
||
| 1930 | minError=222 minErrorIndex=1 globalThreshold =-1.5972918697087 |
||
| 1931 | metrics area_roc = 87.39% |
||
| 1932 | (beta) metrics area_precision_recall = 59.44% |
||
| 1933 | |||
| 1934 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1935 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1936 | TOTAL: |
||
| 1937 | FN = 192 / 516 (truth == 1) & (prediction < threshold) |
||
| 1938 | TP = 324 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1939 | |||
| 1940 | FP = 45 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1941 | TN = 1,528 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1942 | |||
| 1943 | |||
| 1944 | :::: Matthews correlation coefficient = +0.68 :::: |
||
| 1945 | |||
| 1946 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1947 | f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 1948 | Saved model file: ./models/model_hus75_hl3_time1524193947 |
||
| 1949 | |||
| 1950 | $$$ hidden_units = 100 hidden_layers = 3 $$$ |
||
| 1951 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.24853% |
||
| 1952 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.02361% |
||
| 1953 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.8852% |
||
| 1954 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.78916% |
||
| 1955 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.71874% |
||
| 1956 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.65903% |
||
| 1957 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.60325% |
||
| 1958 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.55076% |
||
| 1959 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.49832% |
||
| 1960 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.44782% |
||
| 1961 | completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.39866% |
||
| 1962 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.35079% |
||
| 1963 | completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.30545% |
||
| 1964 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.26406% |
||
| 1965 | completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.22277% |
||
| 1966 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.18394% |
||
| 1967 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.14323% |
||
| 1968 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.10395% |
||
| 1969 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.06849% |
||
| 1970 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.03647% |
||
| 1971 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.00441% |
||
| 1972 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.97329% |
||
| 1973 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.94469% |
||
| 1974 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.91905% |
||
| 1975 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.8915% |
||
| 1976 | |||
| 1977 | |||
| 1978 | ### executeTest(perceptron, validation_patient_profile) |
||
| 1979 | |||
| 1980 | Correct predictions = 89.61% |
||
| 1981 | #FPplusFN=2089 |
||
| 1982 | minError=209 minErrorIndex=1 globalThreshold =-1.4446596821412 |
||
| 1983 | metrics area_roc = 89.49% |
||
| 1984 | (beta) metrics area_precision_recall = 68.08% |
||
| 1985 | |||
| 1986 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 1987 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 1988 | TOTAL: |
||
| 1989 | FN = 146 / 516 (truth == 1) & (prediction < threshold) |
||
| 1990 | TP = 370 / 516 (truth == 1) & (prediction >= threshold) |
||
| 1991 | |||
| 1992 | FP = 71 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 1993 | TN = 1,502 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 1994 | |||
| 1995 | |||
| 1996 | :::: Matthews correlation coefficient = +0.71 :::: |
||
| 1997 | |||
| 1998 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 1999 | f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2000 | Saved model file: ./models/model_hus100_hl3_time1524194279 |
||
| 2001 | |||
| 2002 | $$$ hidden_units = 125 hidden_layers = 3 $$$ |
||
| 2003 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.19796% |
||
| 2004 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.97866% |
||
| 2005 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.84581% |
||
| 2006 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.75056% |
||
| 2007 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.67819% |
||
| 2008 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.61267% |
||
| 2009 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.55062% |
||
| 2010 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.49463% |
||
| 2011 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.43473% |
||
| 2012 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.37776% |
||
| 2013 | completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.32224% |
||
| 2014 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.26919% |
||
| 2015 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.21816% |
||
| 2016 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.16784% |
||
| 2017 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.12244% |
||
| 2018 | completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.07906% |
||
| 2019 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.03773% |
||
| 2020 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.99885% |
||
| 2021 | completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.96135% |
||
| 2022 | completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.92771% |
||
| 2023 | completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.89719% |
||
| 2024 | completion: 88% (epoch=176)(element=6266) loss = 0.003 error progress = 0.86967% |
||
| 2025 | completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 0.84239% |
||
| 2026 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.81697% |
||
| 2027 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.79256% |
||
| 2028 | |||
| 2029 | |||
| 2030 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2031 | |||
| 2032 | Correct predictions = 89.13% |
||
| 2033 | #FPplusFN=2089 |
||
| 2034 | minError=222 minErrorIndex=1 globalThreshold =-1.2666119837831 |
||
| 2035 | metrics area_roc = 89.11% |
||
| 2036 | (beta) metrics area_precision_recall = 63.34% |
||
| 2037 | |||
| 2038 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2039 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2040 | TOTAL: |
||
| 2041 | FN = 138 / 516 (truth == 1) & (prediction < threshold) |
||
| 2042 | TP = 378 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2043 | |||
| 2044 | FP = 89 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2045 | TN = 1,484 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2046 | |||
| 2047 | |||
| 2048 | :::: Matthews correlation coefficient = +0.7 :::: |
||
| 2049 | |||
| 2050 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2051 | f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2052 | Saved model file: ./models/model_hus125_hl3_time1524194706 |
||
| 2053 | |||
| 2054 | $$$ hidden_units = 150 hidden_layers = 3 $$$ |
||
| 2055 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.20111% |
||
| 2056 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96832% |
||
| 2057 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.83117% |
||
| 2058 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.73817% |
||
| 2059 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.66667% |
||
| 2060 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.59557% |
||
| 2061 | completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.53005% |
||
| 2062 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.46811% |
||
| 2063 | completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.40803% |
||
| 2064 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.34995% |
||
| 2065 | completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 1.29211% |
||
| 2066 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.23591% |
||
| 2067 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.18297% |
||
| 2068 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.1313% |
||
| 2069 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.08083% |
||
| 2070 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.03503% |
||
| 2071 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.99024% |
||
| 2072 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.95038% |
||
| 2073 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.91242% |
||
| 2074 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.87703% |
||
| 2075 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.84543% |
||
| 2076 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.81558% |
||
| 2077 | completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.78632% |
||
| 2078 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.75897% |
||
| 2079 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.73369% |
||
| 2080 | |||
| 2081 | |||
| 2082 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2083 | |||
| 2084 | Correct predictions = 89.76% |
||
| 2085 | #FPplusFN=2089 |
||
| 2086 | minError=211 minErrorIndex=1 globalThreshold =-1.1944410662187 |
||
| 2087 | metrics area_roc = 90% |
||
| 2088 | (beta) metrics area_precision_recall = 54.56% |
||
| 2089 | |||
| 2090 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2091 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2092 | TOTAL: |
||
| 2093 | FN = 147 / 516 (truth == 1) & (prediction < threshold) |
||
| 2094 | TP = 369 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2095 | |||
| 2096 | FP = 67 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2097 | TN = 1,506 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2098 | |||
| 2099 | |||
| 2100 | :::: Matthews correlation coefficient = +0.71 :::: |
||
| 2101 | |||
| 2102 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2103 | f1_score = 0.78 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2104 | Saved model file: ./models/model_hus150_hl3_time1524195242 |
||
| 2105 | |||
| 2106 | $$$ hidden_units = 175 hidden_layers = 3 $$$ |
||
| 2107 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15894% |
||
| 2108 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92769% |
||
| 2109 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79335% |
||
| 2110 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69579% |
||
| 2111 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.61767% |
||
| 2112 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.54036% |
||
| 2113 | completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.4653% |
||
| 2114 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.39125% |
||
| 2115 | completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.31837% |
||
| 2116 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.24637% |
||
| 2117 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.17846% |
||
| 2118 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.11737% |
||
| 2119 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.06166% |
||
| 2120 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.01158% |
||
| 2121 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.96423% |
||
| 2122 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.92209% |
||
| 2123 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.88248% |
||
| 2124 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.84568% |
||
| 2125 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.81213% |
||
| 2126 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.78141% |
||
| 2127 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.75261% |
||
| 2128 | completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.72671% |
||
| 2129 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.70149% |
||
| 2130 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.67947% |
||
| 2131 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.65791% |
||
| 2132 | |||
| 2133 | |||
| 2134 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2135 | |||
| 2136 | Correct predictions = 88.99% |
||
| 2137 | #FPplusFN=2089 |
||
| 2138 | minError=225 minErrorIndex=1 globalThreshold =-1.4437735434177 |
||
| 2139 | metrics area_roc = 86.77% |
||
| 2140 | (beta) metrics area_precision_recall = 54.61% |
||
| 2141 | |||
| 2142 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2143 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2144 | TOTAL: |
||
| 2145 | FN = 161 / 516 (truth == 1) & (prediction < threshold) |
||
| 2146 | TP = 355 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2147 | |||
| 2148 | FP = 69 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2149 | TN = 1,504 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2150 | |||
| 2151 | |||
| 2152 | :::: Matthews correlation coefficient = +0.69 :::: |
||
| 2153 | |||
| 2154 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2155 | f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2156 | Saved model file: ./models/model_hus175_hl3_time1524195919 |
||
| 2157 | |||
| 2158 | $$$ hidden_units = 200 hidden_layers = 3 $$$ |
||
| 2159 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.17515% |
||
| 2160 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.95098% |
||
| 2161 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81243% |
||
| 2162 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.71133% |
||
| 2163 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62892% |
||
| 2164 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.55445% |
||
| 2165 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.48403% |
||
| 2166 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.41421% |
||
| 2167 | completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.34319% |
||
| 2168 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.27439% |
||
| 2169 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.21092% |
||
| 2170 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.15143% |
||
| 2171 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.09353% |
||
| 2172 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.03909% |
||
| 2173 | completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.98992% |
||
| 2174 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.94505% |
||
| 2175 | completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.90356% |
||
| 2176 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.86452% |
||
| 2177 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.82831% |
||
| 2178 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.79625% |
||
| 2179 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.76543% |
||
| 2180 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.73578% |
||
| 2181 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.70854% |
||
| 2182 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.68364% |
||
| 2183 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.65999% |
||
| 2184 | |||
| 2185 | |||
| 2186 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2187 | |||
| 2188 | Correct predictions = 88.99% |
||
| 2189 | #FPplusFN=2089 |
||
| 2190 | minError=213 minErrorIndex=1 globalThreshold =-1.8992361594779 |
||
| 2191 | metrics area_roc = 89% |
||
| 2192 | (beta) metrics area_precision_recall = 56.23% |
||
| 2193 | |||
| 2194 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2195 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2196 | TOTAL: |
||
| 2197 | FN = 171 / 516 (truth == 1) & (prediction < threshold) |
||
| 2198 | TP = 345 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2199 | |||
| 2200 | FP = 59 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2201 | TN = 1,514 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2202 | |||
| 2203 | |||
| 2204 | :::: Matthews correlation coefficient = +0.69 :::: |
||
| 2205 | |||
| 2206 | accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2207 | f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2208 | Saved model file: ./models/model_hus200_hl3_time1524199702 |
||
| 2209 | |||
| 2210 | $$$ hidden_units = 225 hidden_layers = 3 $$$ |
||
| 2211 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16358% |
||
| 2212 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93539% |
||
| 2213 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.80091% |
||
| 2214 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.70035% |
||
| 2215 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.61636% |
||
| 2216 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.53701% |
||
| 2217 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.46153% |
||
| 2218 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.3874% |
||
| 2219 | completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.31496% |
||
| 2220 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.24392% |
||
| 2221 | completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.17668% |
||
| 2222 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.11184% |
||
| 2223 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.05137% |
||
| 2224 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.99615% |
||
| 2225 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.94496% |
||
| 2226 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.89798% |
||
| 2227 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.8557% |
||
| 2228 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.81659% |
||
| 2229 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.78191% |
||
| 2230 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.74914% |
||
| 2231 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.72078% |
||
| 2232 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69458% |
||
| 2233 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.66923% |
||
| 2234 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64476% |
||
| 2235 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62182% |
||
| 2236 | |||
| 2237 | |||
| 2238 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2239 | |||
| 2240 | Correct predictions = 89.85% |
||
| 2241 | #FPplusFN=2089 |
||
| 2242 | minError=203 minErrorIndex=1 globalThreshold =-1.3707778662225 |
||
| 2243 | metrics area_roc = 88.5% |
||
| 2244 | (beta) metrics area_precision_recall = 63.6% |
||
| 2245 | |||
| 2246 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2247 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2248 | TOTAL: |
||
| 2249 | FN = 171 / 516 (truth == 1) & (prediction < threshold) |
||
| 2250 | TP = 345 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2251 | |||
| 2252 | FP = 41 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2253 | TN = 1,532 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2254 | |||
| 2255 | |||
| 2256 | :::: Matthews correlation coefficient = +0.71 :::: |
||
| 2257 | |||
| 2258 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2259 | f1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2260 | Saved model file: ./models/model_hus225_hl3_time1524203819 |
||
| 2261 | |||
| 2262 | $$$ hidden_units = 250 hidden_layers = 3 $$$ |
||
| 2263 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.16112% |
||
| 2264 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93616% |
||
| 2265 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79222% |
||
| 2266 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68171% |
||
| 2267 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58765% |
||
| 2268 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.49562% |
||
| 2269 | completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.41142% |
||
| 2270 | completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.3296% |
||
| 2271 | completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.24965% |
||
| 2272 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.17307% |
||
| 2273 | completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 1.1022% |
||
| 2274 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.03856% |
||
| 2275 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.98103% |
||
| 2276 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.92817% |
||
| 2277 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.88136% |
||
| 2278 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.8374% |
||
| 2279 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.79899% |
||
| 2280 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.76337% |
||
| 2281 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.73189% |
||
| 2282 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70033% |
||
| 2283 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.67226% |
||
| 2284 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.64641% |
||
| 2285 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.62184% |
||
| 2286 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.5985% |
||
| 2287 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.57677% |
||
| 2288 | |||
| 2289 | |||
| 2290 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2291 | |||
| 2292 | Correct predictions = 89.95% |
||
| 2293 | #FPplusFN=2089 |
||
| 2294 | minError=208 minErrorIndex=1 globalThreshold =-1.4215542042046 |
||
| 2295 | metrics area_roc = 87.83% |
||
| 2296 | (beta) metrics area_precision_recall = 61.9% |
||
| 2297 | |||
| 2298 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2299 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2300 | TOTAL: |
||
| 2301 | FN = 158 / 516 (truth == 1) & (prediction < threshold) |
||
| 2302 | TP = 358 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2303 | |||
| 2304 | FP = 52 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2305 | TN = 1,521 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2306 | |||
| 2307 | |||
| 2308 | :::: Matthews correlation coefficient = +0.72 :::: |
||
| 2309 | |||
| 2310 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2311 | f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2312 | Saved model file: ./models/model_hus250_hl3_time1524208107 |
||
| 2313 | |||
| 2314 | $$$ hidden_units = 275 hidden_layers = 3 $$$ |
||
| 2315 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.12942% |
||
| 2316 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90012% |
||
| 2317 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.76677% |
||
| 2318 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66854% |
||
| 2319 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.58656% |
||
| 2320 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50397% |
||
| 2321 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.41964% |
||
| 2322 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.33916% |
||
| 2323 | completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.26112% |
||
| 2324 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.18723% |
||
| 2325 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.11514% |
||
| 2326 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.04921% |
||
| 2327 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.99021% |
||
| 2328 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.93611% |
||
| 2329 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.88834% |
||
| 2330 | completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.84265% |
||
| 2331 | completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.80526% |
||
| 2332 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.76818% |
||
| 2333 | completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.73435% |
||
| 2334 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.70338% |
||
| 2335 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.67379% |
||
| 2336 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.64635% |
||
| 2337 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.62082% |
||
| 2338 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.59709% |
||
| 2339 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.57493% |
||
| 2340 | |||
| 2341 | |||
| 2342 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2343 | |||
| 2344 | Correct predictions = 89.9% |
||
| 2345 | #FPplusFN=2089 |
||
| 2346 | minError=208 minErrorIndex=1 globalThreshold =-1.6752995466043 |
||
| 2347 | metrics area_roc = 88.86% |
||
| 2348 | (beta) metrics area_precision_recall = 63.66% |
||
| 2349 | |||
| 2350 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2351 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2352 | TOTAL: |
||
| 2353 | FN = 164 / 516 (truth == 1) & (prediction < threshold) |
||
| 2354 | TP = 352 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2355 | |||
| 2356 | FP = 47 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2357 | TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2358 | |||
| 2359 | |||
| 2360 | :::: Matthews correlation coefficient = +0.72 :::: |
||
| 2361 | |||
| 2362 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2363 | f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2364 | Saved model file: ./models/model_hus275_hl3_time1524212599 |
||
| 2365 | |||
| 2366 | $$$ hidden_units = 300 hidden_layers = 3 $$$ |
||
| 2367 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.12826% |
||
| 2368 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90347% |
||
| 2369 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77007% |
||
| 2370 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66175% |
||
| 2371 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.5705% |
||
| 2372 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.48032% |
||
| 2373 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.3972% |
||
| 2374 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.31262% |
||
| 2375 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.2315% |
||
| 2376 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.15197% |
||
| 2377 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.0791% |
||
| 2378 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.01322% |
||
| 2379 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.95417% |
||
| 2380 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.90201% |
||
| 2381 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.85468% |
||
| 2382 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.8109% |
||
| 2383 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.773% |
||
| 2384 | completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.73761% |
||
| 2385 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.70528% |
||
| 2386 | completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.67625% |
||
| 2387 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.64958% |
||
| 2388 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.62519% |
||
| 2389 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.60189% |
||
| 2390 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.58123% |
||
| 2391 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.56081% |
||
| 2392 | |||
| 2393 | |||
| 2394 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2395 | |||
| 2396 | Correct predictions = 89.76% |
||
| 2397 | #FPplusFN=2089 |
||
| 2398 | minError=209 minErrorIndex=1 globalThreshold =-1.1610351737176 |
||
| 2399 | metrics area_roc = 88.56% |
||
| 2400 | (beta) metrics area_precision_recall = 62.79% |
||
| 2401 | |||
| 2402 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2403 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2404 | TOTAL: |
||
| 2405 | FN = 159 / 516 (truth == 1) & (prediction < threshold) |
||
| 2406 | TP = 357 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2407 | |||
| 2408 | FP = 55 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2409 | TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2410 | |||
| 2411 | |||
| 2412 | :::: Matthews correlation coefficient = +0.71 :::: |
||
| 2413 | |||
| 2414 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2415 | f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2416 | Saved model file: ./models/model_hus300_hl3_time1524217241 |
||
| 2417 | |||
| 2418 | $$$ hidden_units = 350 hidden_layers = 3 $$$ |
||
| 2419 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.09735% |
||
| 2420 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.87852% |
||
| 2421 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.73916% |
||
| 2422 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.62683% |
||
| 2423 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.52094% |
||
| 2424 | completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.41667% |
||
| 2425 | completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.31874% |
||
| 2426 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.22925% |
||
| 2427 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.14442% |
||
| 2428 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.06682% |
||
| 2429 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.99574% |
||
| 2430 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.93392% |
||
| 2431 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.87956% |
||
| 2432 | completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.83061% |
||
| 2433 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.78654% |
||
| 2434 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.74584% |
||
| 2435 | completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.70911% |
||
| 2436 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.67537% |
||
| 2437 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.64528% |
||
| 2438 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.61728% |
||
| 2439 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.59206% |
||
| 2440 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.56811% |
||
| 2441 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.54566% |
||
| 2442 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.52458% |
||
| 2443 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.50538% |
||
| 2444 | |||
| 2445 | |||
| 2446 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2447 | |||
| 2448 | Correct predictions = 90% |
||
| 2449 | #FPplusFN=2089 |
||
| 2450 | minError=208 minErrorIndex=1 globalThreshold =-1.2194031839604 |
||
| 2451 | metrics area_roc = 90.08% |
||
| 2452 | (beta) metrics area_precision_recall = 64.85% |
||
| 2453 | |||
| 2454 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2455 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2456 | TOTAL: |
||
| 2457 | FN = 165 / 516 (truth == 1) & (prediction < threshold) |
||
| 2458 | TP = 351 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2459 | |||
| 2460 | FP = 44 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2461 | TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2462 | |||
| 2463 | |||
| 2464 | :::: Matthews correlation coefficient = +0.72 :::: |
||
| 2465 | |||
| 2466 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2467 | f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2468 | Saved model file: ./models/model_hus350_hl3_time1524222478 |
||
| 2469 | |||
| 2470 | $$$ hidden_units = 400 hidden_layers = 3 $$$ |
||
| 2471 | completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10734% |
||
| 2472 | completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88324% |
||
| 2473 | completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.74065% |
||
| 2474 | completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.6191% |
||
| 2475 | completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.50444% |
||
| 2476 | completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.39906% |
||
| 2477 | completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.30097% |
||
| 2478 | completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.21094% |
||
| 2479 | completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.12515% |
||
| 2480 | completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.0489% |
||
| 2481 | completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.97986% |
||
| 2482 | completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.91677% |
||
| 2483 | completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.86054% |
||
| 2484 | completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.81205% |
||
| 2485 | completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.76685% |
||
| 2486 | completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.72566% |
||
| 2487 | completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.6896% |
||
| 2488 | completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.65688% |
||
| 2489 | completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.62636% |
||
| 2490 | completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.59819% |
||
| 2491 | completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.57211% |
||
| 2492 | completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.54784% |
||
| 2493 | completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.52505% |
||
| 2494 | completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.50417% |
||
| 2495 | completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.48464% |
||
| 2496 | |||
| 2497 | |||
| 2498 | ### executeTest(perceptron, validation_patient_profile) |
||
| 2499 | |||
| 2500 | Correct predictions = 90% |
||
| 2501 | #FPplusFN=2089 |
||
| 2502 | minError=201 minErrorIndex=1 globalThreshold =-1.4470493232363 |
||
| 2503 | metrics area_roc = 90.35% |
||
| 2504 | (beta) metrics area_precision_recall = 56.11% |
||
| 2505 | |||
| 2506 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2507 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2508 | TOTAL: |
||
| 2509 | FN = 153 / 516 (truth == 1) & (prediction < threshold) |
||
| 2510 | TP = 363 / 516 (truth == 1) & (prediction >= threshold) |
||
| 2511 | |||
| 2512 | FP = 56 / 1,573 (truth == 0) & (prediction >= threshold) |
||
| 2513 | TN = 1,517 / 1,573 (truth == 0) & (prediction < threshold) |
||
| 2514 | |||
| 2515 | |||
| 2516 | :::: Matthews correlation coefficient = +0.72 :::: |
||
| 2517 | |||
| 2518 | accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2519 | f1_score = 0.78 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2520 | Saved model file: ./models/model_hus400_hl3_time1524228306 |
||
| 2521 | |||
| 2522 | @ @ [1] AUPR = 74.83% MCC = 0.67 F1_score = 0.71 AUROC = 93.59% hidden units = 5 hidden layers = 1 @ @ |
||
| 2523 | @ @ [2] AUPR = 72.35% MCC = 0.66 F1_score = 0.69 AUROC = 91.72% hidden units = 10 hidden layers = 1 @ @ |
||
| 2524 | @ @ [3] AUPR = 71.82% MCC = 0.68 F1_score = 0.73 AUROC = 90.62% hidden units = 25 hidden layers = 1 @ @ |
||
| 2525 | @ @ [4] AUPR = 62.07% MCC = 0.67 F1_score = 0.72 AUROC = 87.52% hidden units = 50 hidden layers = 1 @ @ |
||
| 2526 | @ @ [5] AUPR = 66.5% MCC = 0.64 F1_score = 0.69 AUROC = 89.38% hidden units = 75 hidden layers = 1 @ @ |
||
| 2527 | @ @ [6] AUPR = 64.81% MCC = 0.65 F1_score = 0.72 AUROC = 88.92% hidden units = 100 hidden layers = 1 @ @ |
||
| 2528 | @ @ [7] AUPR = 66.91% MCC = 0.68 F1_score = 0.73 AUROC = 88.63% hidden units = 125 hidden layers = 1 @ @ |
||
| 2529 | @ @ [8] AUPR = 65.43% MCC = 0.65 F1_score = 0.7 AUROC = 88.69% hidden units = 150 hidden layers = 1 @ @ |
||
| 2530 | @ @ [9] AUPR = 64.79% MCC = 0.61 F1_score = 0.67 AUROC = 88.65% hidden units = 175 hidden layers = 1 @ @ |
||
| 2531 | @ @ [10] AUPR = 67.12% MCC = 0.66 F1_score = 0.71 AUROC = 88.37% hidden units = 200 hidden layers = 1 @ @ |
||
| 2532 | @ @ [11] AUPR = 67.5% MCC = 0.67 F1_score = 0.72 AUROC = 89.66% hidden units = 225 hidden layers = 1 @ @ |
||
| 2533 | @ @ [12] AUPR = 68.67% MCC = 0.68 F1_score = 0.73 AUROC = 89.27% hidden units = 250 hidden layers = 1 @ @ |
||
| 2534 | @ @ [13] AUPR = 67.87% MCC = 0.65 F1_score = 0.7 AUROC = 89.53% hidden units = 275 hidden layers = 1 @ @ |
||
| 2535 | @ @ [14] AUPR = 65.02% MCC = 0.66 F1_score = 0.71 AUROC = 90.01% hidden units = 300 hidden layers = 1 @ @ |
||
| 2536 | @ @ [15] AUPR = 69% MCC = 0.67 F1_score = 0.72 AUROC = 89.27% hidden units = 350 hidden layers = 1 @ @ |
||
| 2537 | @ @ [16] AUPR = 68.58% MCC = 0.67 F1_score = 0.72 AUROC = 90.11% hidden units = 400 hidden layers = 1 @ @ |
||
| 2538 | @ @ [17] AUPR = 75.42% MCC = 0.66 F1_score = 0.69 AUROC = 93.45% hidden units = 5 hidden layers = 2 @ @ |
||
| 2539 | @ @ [18] AUPR = 73.96% MCC = 0.67 F1_score = 0.71 AUROC = 91.9% hidden units = 10 hidden layers = 2 @ @ |
||
| 2540 | @ @ [19] AUPR = 60.9% MCC = 0.63 F1_score = 0.7 AUROC = 89.77% hidden units = 25 hidden layers = 2 @ @ |
||
| 2541 | @ @ [20] AUPR = 43% MCC = 0.68 F1_score = 0.75 AUROC = 89.38% hidden units = 50 hidden layers = 2 @ @ |
||
| 2542 | @ @ [21] AUPR = 56.25% MCC = 0.67 F1_score = 0.73 AUROC = 88.13% hidden units = 75 hidden layers = 2 @ @ |
||
| 2543 | @ @ [22] AUPR = 64.46% MCC = 0.69 F1_score = 0.74 AUROC = 86.73% hidden units = 100 hidden layers = 2 @ @ |
||
| 2544 | @ @ [23] AUPR = 61.08% MCC = 0.69 F1_score = 0.75 AUROC = 88.74% hidden units = 125 hidden layers = 2 @ @ |
||
| 2545 | @ @ [24] AUPR = 40.34% MCC = 0.7 F1_score = 0.75 AUROC = 87.22% hidden units = 150 hidden layers = 2 @ @ |
||
| 2546 | @ @ [25] AUPR = 63.69% MCC = 0.69 F1_score = 0.75 AUROC = 87.79% hidden units = 175 hidden layers = 2 @ @ |
||
| 2547 | @ @ [26] AUPR = 60.1% MCC = 0.68 F1_score = 0.73 AUROC = 88.61% hidden units = 200 hidden layers = 2 @ @ |
||
| 2548 | @ @ [27] AUPR = 62.41% MCC = 0.71 F1_score = 0.77 AUROC = 90.99% hidden units = 225 hidden layers = 2 @ @ |
||
| 2549 | @ @ [28] AUPR = 58.33% MCC = 0.69 F1_score = 0.74 AUROC = 87.95% hidden units = 250 hidden layers = 2 @ @ |
||
| 2550 | @ @ [29] AUPR = 64.31% MCC = 0.69 F1_score = 0.74 AUROC = 89% hidden units = 275 hidden layers = 2 @ @ |
||
| 2551 | @ @ [30] AUPR = 61.1% MCC = 0.71 F1_score = 0.76 AUROC = 91.05% hidden units = 300 hidden layers = 2 @ @ |
||
| 2552 | @ @ [31] AUPR = 70.96% MCC = 0.72 F1_score = 0.76 AUROC = 89.56% hidden units = 350 hidden layers = 2 @ @ |
||
| 2553 | @ @ [32] AUPR = 64% MCC = 0.71 F1_score = 0.76 AUROC = 89.57% hidden units = 400 hidden layers = 2 @ @ |
||
| 2554 | @ @ [33] AUPR = 74.3% MCC = 0.65 F1_score = 0.68 AUROC = 92.09% hidden units = 5 hidden layers = 3 @ @ |
||
| 2555 | @ @ [34] AUPR = 73.14% MCC = 0.69 F1_score = 0.74 AUROC = 92.79% hidden units = 10 hidden layers = 3 @ @ |
||
| 2556 | @ @ [35] AUPR = 73.98% MCC = 0.69 F1_score = 0.74 AUROC = 91.67% hidden units = 25 hidden layers = 3 @ @ |
||
| 2557 | @ @ [36] AUPR = 42.87% MCC = 0.67 F1_score = 0.73 AUROC = 86.43% hidden units = 50 hidden layers = 3 @ @ |
||
| 2558 | @ @ [37] AUPR = 59.44% MCC = 0.68 F1_score = 0.73 AUROC = 87.39% hidden units = 75 hidden layers = 3 @ @ |
||
| 2559 | @ @ [38] AUPR = 68.08% MCC = 0.71 F1_score = 0.77 AUROC = 89.49% hidden units = 100 hidden layers = 3 @ @ |
||
| 2560 | @ @ [39] AUPR = 63.34% MCC = 0.7 F1_score = 0.77 AUROC = 89.11% hidden units = 125 hidden layers = 3 @ @ |
||
| 2561 | @ @ [40] AUPR = 54.56% MCC = 0.71 F1_score = 0.78 AUROC = 90% hidden units = 150 hidden layers = 3 @ @ |
||
| 2562 | @ @ [41] AUPR = 54.61% MCC = 0.69 F1_score = 0.76 AUROC = 86.77% hidden units = 175 hidden layers = 3 @ @ |
||
| 2563 | @ @ [42] AUPR = 56.23% MCC = 0.69 F1_score = 0.75 AUROC = 89% hidden units = 200 hidden layers = 3 @ @ |
||
| 2564 | @ @ [43] AUPR = 63.6% MCC = 0.71 F1_score = 0.76 AUROC = 88.5% hidden units = 225 hidden layers = 3 @ @ |
||
| 2565 | @ @ [44] AUPR = 61.9% MCC = 0.72 F1_score = 0.77 AUROC = 87.83% hidden units = 250 hidden layers = 3 @ @ |
||
| 2566 | @ @ [45] AUPR = 63.66% MCC = 0.72 F1_score = 0.77 AUROC = 88.86% hidden units = 275 hidden layers = 3 @ @ |
||
| 2567 | @ @ [46] AUPR = 62.79% MCC = 0.71 F1_score = 0.77 AUROC = 88.56% hidden units = 300 hidden layers = 3 @ @ |
||
| 2568 | @ @ [47] AUPR = 64.85% MCC = 0.72 F1_score = 0.77 AUROC = 90.08% hidden units = 350 hidden layers = 3 @ @ |
||
| 2569 | @ @ [48] AUPR = 56.11% MCC = 0.72 F1_score = 0.78 AUROC = 90.35% hidden units = 400 hidden layers = 3 @ @ |
||
| 2570 | |||
| 2571 | modelFileVect[48] |
||
| 2572 | modelFileToLoad =./models/model_hus400_hl3_time1524228306 |
||
| 2573 | |||
| 2574 | |||
| 2575 | ### executeTest(loadedModel, test_patient_profile) |
||
| 2576 | |||
| 2577 | Correct predictions = 91.04% |
||
| 2578 | #FPplusFN=2088 |
||
| 2579 | minError=173 minErrorIndex=1 globalThreshold =-1.3236034932572 |
||
| 2580 | metrics area_roc = 93.4% |
||
| 2581 | (beta) metrics area_precision_recall = 70.26% |
||
| 2582 | |||
| 2583 | duration the new area_roc metrics ROC_AUC_computer function: 0 seconds |
||
| 2584 | duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds |
||
| 2585 | TOTAL: |
||
| 2586 | FN = 143 / 535 (truth == 1) & (prediction < threshold) |
||
| 2587 | TP = 392 / 535 (truth == 1) & (prediction >= threshold) |
||
| 2588 | |||
| 2589 | FP = 44 / 1,553 (truth == 0) & (prediction >= threshold) |
||
| 2590 | TN = 1,509 / 1,553 (truth == 0) & (prediction < threshold) |
||
| 2591 | |||
| 2592 | |||
| 2593 | :::: Matthews correlation coefficient = +0.76 :::: |
||
| 2594 | |||
| 2595 | accuracy = 0.91 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] |
||
| 2596 | f1_score = 0.81 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] |
||
| 2597 | ':':':':' lastMCC = 0.76 lastF1score = 0.81 ':':':':' |
||
| 2598 | command: rm ./models/model_hus5_hl1_time1524153559 |
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| 2599 | command: rm ./models/model_hus10_hl1_time1524153656 |
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| 2600 | command: rm ./models/model_hus25_hl1_time1524153761 |
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| 2601 | command: rm ./models/model_hus50_hl1_time1524153882 |
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| 2602 | command: rm ./models/model_hus75_hl1_time1524154030 |
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| 2603 | command: rm ./models/model_hus100_hl1_time1524154209 |
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| 2604 | command: rm ./models/model_hus125_hl1_time1524154421 |
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| 2605 | command: rm ./models/model_hus150_hl1_time1524154676 |
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| 2606 | command: rm ./models/model_hus175_hl1_time1524154976 |
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| 2607 | command: rm ./models/model_hus200_hl1_time1524155333 |
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| 2608 | command: rm ./models/model_hus225_hl1_time1524155745 |
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| 2609 | command: rm ./models/model_hus250_hl1_time1524156221 |
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| 2610 | command: rm ./models/model_hus275_hl1_time1524156766 |
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| 2611 | command: rm ./models/model_hus300_hl1_time1524157388 |
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| 2612 | command: rm ./models/model_hus350_hl1_time1524161126 |
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| 2613 | command: rm ./models/model_hus400_hl1_time1524165186 |
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| 2614 | command: rm ./models/model_hus5_hl2_time1524165299 |
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| 2615 | command: rm ./models/model_hus10_hl2_time1524165414 |
||
| 2616 | command: rm ./models/model_hus25_hl2_time1524165539 |
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| 2617 | command: rm ./models/model_hus50_hl2_time1524165699 |
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| 2618 | command: rm ./models/model_hus75_hl2_time1524165897 |
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| 2619 | command: rm ./models/model_hus100_hl2_time1524166151 |
||
| 2620 | command: rm ./models/model_hus125_hl2_time1524166472 |
||
| 2621 | command: rm ./models/model_hus150_hl2_time1524166869 |
||
| 2622 | command: rm ./models/model_hus175_hl2_time1524167366 |
||
| 2623 | command: rm ./models/model_hus200_hl2_time1524167957 |
||
| 2624 | command: rm ./models/model_hus225_hl2_time1524171613 |
||
| 2625 | command: rm ./models/model_hus250_hl2_time1524175477 |
||
| 2626 | command: rm ./models/model_hus275_hl2_time1524179511 |
||
| 2627 | command: rm ./models/model_hus300_hl2_time1524183712 |
||
| 2628 | command: rm ./models/model_hus350_hl2_time1524188265 |
||
| 2629 | command: rm ./models/model_hus400_hl2_time1524193089 |
||
| 2630 | command: rm ./models/model_hus5_hl3_time1524193219 |
||
| 2631 | command: rm ./models/model_hus10_hl3_time1524193351 |
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| 2632 | command: rm ./models/model_hus25_hl3_time1524193500 |
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| 2633 | command: rm ./models/model_hus50_hl3_time1524193694 |
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| 2634 | command: rm ./models/model_hus75_hl3_time1524193947 |
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| 2635 | command: rm ./models/model_hus100_hl3_time1524194279 |
||
| 2636 | command: rm ./models/model_hus125_hl3_time1524194706 |
||
| 2637 | command: rm ./models/model_hus150_hl3_time1524195242 |
||
| 2638 | command: rm ./models/model_hus175_hl3_time1524195919 |
||
| 2639 | command: rm ./models/model_hus200_hl3_time1524199702 |
||
| 2640 | command: rm ./models/model_hus225_hl3_time1524203819 |
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| 2641 | command: rm ./models/model_hus250_hl3_time1524208107 |
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| 2642 | command: rm ./models/model_hus275_hl3_time1524212599 |
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| 2643 | command: rm ./models/model_hus300_hl3_time1524217241 |
||
| 2644 | command: rm ./models/model_hus350_hl3_time1524222478 |
||
| 2645 | command: rm ./models/model_hus400_hl3_time1524228306 |
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| 2646 | |||
| 2647 | duration complete execution: 74,844 seconds |
||
| 2648 | duration complete execution: 00 days, 20 hours, 47 minutes, 24 seconds |