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--- a +++ b/results/2018-04-20_rand49892_allOn_ite500 @@ -0,0 +1,2790 @@ +Your job 653217 ("-2018-04-20_rand49892_allOn_ite500") has been submitted + + + @ @ @ @ @ @ START @ @ @ @ @ @ @ +file: script_start.lua +author Davide Chicco <davide.chicco@gmail.com> +Fri Apr 20 14:41:52 2018 +Readin' ../data/LungCancerDataset_AllRecords_NORM.csv + +OPTIM_PACKAGE = true +XAVIER_INITIALIZATION = true +DROPOUT_FLAG = true +MOMENTUM_ALPHA = 0.5 +MOMENTUM = true +LEARN_RATE = 0.01 +ITERATIONS = 500 +Number of value profiles (rows) = 10443 +Number features (columns) = 27 +Number of targets (rows) = 10443 +#patients_vett = 10443 + +training_set_size = 6266 +validation_set_size = 2089 +test_set_size = 2088 + +$$$ hidden_units = 5 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.057 error progress = 4.37382% +completion: 8% (epoch=40)(element=6266) loss = 0.089 error progress = 4.26746% +completion: 12% (epoch=60)(element=6266) loss = 0.095 error progress = 4.1903% +completion: 16% (epoch=80)(element=6266) loss = 0.007 error progress = 4.13531% +completion: 20% (epoch=100)(element=6266) loss = 0.043 error progress = 4.10126% +completion: 24% (epoch=120)(element=6266) loss = 0.003 error progress = 4.07886% +completion: 28% (epoch=140)(element=6266) loss = 0.006 error progress = 4.06068% +completion: 32% (epoch=160)(element=6266) loss = 0.011 error progress = 4.04811% +completion: 36% (epoch=180)(element=6266) loss = 0.105 error progress = 4.03916% +completion: 40% (epoch=200)(element=6266) loss = 0.052 error progress = 4.03089% +completion: 44% (epoch=220)(element=6266) loss = 0.004 error progress = 4.02527% +completion: 48% (epoch=240)(element=6266) loss = 0.103 error progress = 4.02015% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 4.01424% +completion: 56% (epoch=280)(element=6266) loss = 0.054 error progress = 4.01016% +completion: 60% (epoch=300)(element=6266) loss = 0.047 error progress = 4.00562% +completion: 64% (epoch=320)(element=6266) loss = 0.097 error progress = 4.00259% +completion: 68% (epoch=340)(element=6266) loss = 0.003 error progress = 3.99949% +completion: 72% (epoch=360)(element=6266) loss = 0.011 error progress = 3.99716% +completion: 76% (epoch=380)(element=6266) loss = 0.005 error progress = 3.99486% +completion: 80% (epoch=400)(element=6266) loss = 0.019 error progress = 3.99324% +completion: 84% (epoch=420)(element=6266) loss = 0.047 error progress = 3.99149% +completion: 88% (epoch=440)(element=6266) loss = 0.055 error progress = 3.98964% +completion: 92% (epoch=460)(element=6266) loss = 0.002 error progress = 3.98817% +completion: 96% (epoch=480)(element=6266) loss = 0.063 error progress = 3.98705% +completion: 100% (epoch=500)(element=6266) loss = 0.024 error progress = 3.98565% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 76.64% +#FPplusFN=2089 +minError=421 minErrorIndex=1 globalThreshold =-1.511538207294 +metrics area_roc = 73.65% +(beta) metrics area_precision_recall = 41.53% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 487 / 516 (truth == 1) & (prediction < threshold) + TP = 29 / 516 (truth == 1) & (prediction >= threshold) + + FP = 1 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,572 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.2 :::: + +accuracy = 0.77 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.06 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 1 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.11 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl1_time1524250075 + +$$$ hidden_units = 10 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 3.30468% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 3.21196% +completion: 12% (epoch=60)(element=6266) loss = 0.003 error progress = 3.17128% +completion: 16% (epoch=80)(element=6266) loss = 0.029 error progress = 3.14551% +completion: 20% (epoch=100)(element=6266) loss = 0.002 error progress = 3.13218% +completion: 24% (epoch=120)(element=6266) loss = 0.032 error progress = 3.1219% +completion: 28% (epoch=140)(element=6266) loss = 0.011 error progress = 3.11277% +completion: 32% (epoch=160)(element=6266) loss = 0.029 error progress = 3.10457% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 3.09809% +completion: 40% (epoch=200)(element=6266) loss = 0.027 error progress = 3.09331% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 3.08583% +completion: 48% (epoch=240)(element=6266) loss = 0.037 error progress = 3.07652% +completion: 52% (epoch=260)(element=6266) loss = 0.006 error progress = 3.06792% +completion: 56% (epoch=280)(element=6266) loss = 0.023 error progress = 3.05918% +completion: 60% (epoch=300)(element=6266) loss = 0 error progress = 3.0528% +completion: 64% (epoch=320)(element=6266) loss = 0.004 error progress = 3.04629% +completion: 68% (epoch=340)(element=6266) loss = 0.024 error progress = 3.04121% +completion: 72% (epoch=360)(element=6266) loss = 0.03 error progress = 3.03627% +completion: 76% (epoch=380)(element=6266) loss = 0.034 error progress = 3.03119% +completion: 80% (epoch=400)(element=6266) loss = 0.02 error progress = 3.02725% +completion: 84% (epoch=420)(element=6266) loss = 0.025 error progress = 3.02336% +completion: 88% (epoch=440)(element=6266) loss = 0.03 error progress = 3.02% +completion: 92% (epoch=460)(element=6266) loss = 0.027 error progress = 3.01619% +completion: 96% (epoch=480)(element=6266) loss = 0.024 error progress = 3.01306% +completion: 100% (epoch=500)(element=6266) loss = 0.032 error progress = 3.01016% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 83.01% +#FPplusFN=2089 +minError=307 minErrorIndex=1 globalThreshold =-1.0223948662777 +metrics area_roc = 88.81% +(beta) metrics area_precision_recall = 64.62% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 326 / 516 (truth == 1) & (prediction < threshold) + TP = 190 / 516 (truth == 1) & (prediction >= threshold) + + FP = 29 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,544 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.49 :::: + +accuracy = 0.83 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.37 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.52 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl1_time1524250442 + +$$$ hidden_units = 25 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.85438% +completion: 8% (epoch=40)(element=6266) loss = 0.002 error progress = 2.71275% +completion: 12% (epoch=60)(element=6266) loss = 0.008 error progress = 2.64059% +completion: 16% (epoch=80)(element=6266) loss = 0.014 error progress = 2.59325% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.5614% +completion: 24% (epoch=120)(element=6266) loss = 0.013 error progress = 2.53363% +completion: 28% (epoch=140)(element=6266) loss = 0.008 error progress = 2.51169% +completion: 32% (epoch=160)(element=6266) loss = 0.008 error progress = 2.49541% +completion: 36% (epoch=180)(element=6266) loss = 0.012 error progress = 2.48123% +completion: 40% (epoch=200)(element=6266) loss = 0.019 error progress = 2.46929% +completion: 44% (epoch=220)(element=6266) loss = 0.004 error progress = 2.45763% +completion: 48% (epoch=240)(element=6266) loss = 0 error progress = 2.44811% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 2.43894% +completion: 56% (epoch=280)(element=6266) loss = 0.013 error progress = 2.42965% +completion: 60% (epoch=300)(element=6266) loss = 0.008 error progress = 2.42121% +completion: 64% (epoch=320)(element=6266) loss = 0.005 error progress = 2.41403% +completion: 68% (epoch=340)(element=6266) loss = 0.05 error progress = 2.40762% +completion: 72% (epoch=360)(element=6266) loss = 0.002 error progress = 2.40052% +completion: 76% (epoch=380)(element=6266) loss = 0 error progress = 2.39401% +completion: 80% (epoch=400)(element=6266) loss = 0 error progress = 2.38808% +completion: 84% (epoch=420)(element=6266) loss = 0.084 error progress = 2.38262% +completion: 88% (epoch=440)(element=6266) loss = 0.002 error progress = 2.37799% +completion: 92% (epoch=460)(element=6266) loss = 0.006 error progress = 2.37384% +completion: 96% (epoch=480)(element=6266) loss = 0.003 error progress = 2.36948% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 2.3655% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 84.83% +#FPplusFN=2089 +minError=235 minErrorIndex=1 globalThreshold =-1.3964610007447 +metrics area_roc = 90.15% +(beta) metrics area_precision_recall = 68.62% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 284 / 516 (truth == 1) & (prediction < threshold) + TP = 232 / 516 (truth == 1) & (prediction >= threshold) + + FP = 33 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.56 :::: + +accuracy = 0.85 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.45 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.59 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus25_hl1_time1524250828 + +$$$ hidden_units = 50 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.001 error progress = 2.57023% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.43499% +completion: 12% (epoch=60)(element=6266) loss = 0.004 error progress = 2.36386% +completion: 16% (epoch=80)(element=6266) loss = 0.002 error progress = 2.31372% +completion: 20% (epoch=100)(element=6266) loss = 0.008 error progress = 2.27956% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.25164% +completion: 28% (epoch=140)(element=6266) loss = 0.002 error progress = 2.22934% +completion: 32% (epoch=160)(element=6266) loss = 0 error progress = 2.21084% +completion: 36% (epoch=180)(element=6266) loss = 0.031 error progress = 2.19374% +completion: 40% (epoch=200)(element=6266) loss = 0.008 error progress = 2.17999% +completion: 44% (epoch=220)(element=6266) loss = 0.018 error progress = 2.16775% +completion: 48% (epoch=240)(element=6266) loss = 0.004 error progress = 2.15647% +completion: 52% (epoch=260)(element=6266) loss = 0.011 error progress = 2.14542% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 2.13472% +completion: 60% (epoch=300)(element=6266) loss = 0.004 error progress = 2.1255% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 2.11624% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 2.10737% +completion: 72% (epoch=360)(element=6266) loss = 0.005 error progress = 2.09918% +completion: 76% (epoch=380)(element=6266) loss = 0.038 error progress = 2.09107% +completion: 80% (epoch=400)(element=6266) loss = 0.002 error progress = 2.08311% +completion: 84% (epoch=420)(element=6266) loss = 0.004 error progress = 2.07637% +completion: 88% (epoch=440)(element=6266) loss = 0.021 error progress = 2.06936% +completion: 92% (epoch=460)(element=6266) loss = 0.003 error progress = 2.06429% +completion: 96% (epoch=480)(element=6266) loss = 0.012 error progress = 2.05971% +completion: 100% (epoch=500)(element=6266) loss = 0 error progress = 2.05569% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 84.73% +#FPplusFN=2089 +minError=237 minErrorIndex=1 globalThreshold =-1.6461566020257 +metrics area_roc = 90.01% +(beta) metrics area_precision_recall = 68.95% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 301 / 516 (truth == 1) & (prediction < threshold) + TP = 215 / 516 (truth == 1) & (prediction >= threshold) + + FP = 18 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,555 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.56 :::: + +accuracy = 0.85 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.42 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.99 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.57 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl1_time1524251245 + +$$$ hidden_units = 75 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.51561% +completion: 8% (epoch=40)(element=6266) loss = 0.005 error progress = 2.37984% +completion: 12% (epoch=60)(element=6266) loss = 0.002 error progress = 2.30475% +completion: 16% (epoch=80)(element=6266) loss = 0.025 error progress = 2.25502% +completion: 20% (epoch=100)(element=6266) loss = 0.026 error progress = 2.21721% +completion: 24% (epoch=120)(element=6266) loss = 0 error progress = 2.18615% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 2.15666% +completion: 32% (epoch=160)(element=6266) loss = 0.003 error progress = 2.13377% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 2.11182% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 2.0928% +completion: 44% (epoch=220)(element=6266) loss = 0.027 error progress = 2.0754% +completion: 48% (epoch=240)(element=6266) loss = 0 error progress = 2.06018% +completion: 52% (epoch=260)(element=6266) loss = 0.014 error progress = 2.04558% +completion: 56% (epoch=280)(element=6266) loss = 0 error progress = 2.03308% +completion: 60% (epoch=300)(element=6266) loss = 0.028 error progress = 2.02074% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 2.00942% +completion: 68% (epoch=340)(element=6266) loss = 0.016 error progress = 1.99856% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.98817% +completion: 76% (epoch=380)(element=6266) loss = 0.011 error progress = 1.97905% +completion: 80% (epoch=400)(element=6266) loss = 0 error progress = 1.97055% +completion: 84% (epoch=420)(element=6266) loss = 0.004 error progress = 1.96266% +completion: 88% (epoch=440)(element=6266) loss = 0 error progress = 1.95459% +completion: 92% (epoch=460)(element=6266) loss = 0.002 error progress = 1.94735% +completion: 96% (epoch=480)(element=6266) loss = 0.01 error progress = 1.9402% +completion: 100% (epoch=500)(element=6266) loss = 0.044 error progress = 1.93319% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 85.97% +#FPplusFN=2089 +minError=223 minErrorIndex=1 globalThreshold =-1.5817676292274 +metrics area_roc = 91.24% +(beta) metrics area_precision_recall = 67.68% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 260 / 516 (truth == 1) & (prediction < threshold) + TP = 256 / 516 (truth == 1) & (prediction >= threshold) + + FP = 33 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.59 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.5 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.64 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl1_time1524251696 + +$$$ hidden_units = 100 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.002 error progress = 2.44416% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.30335% +completion: 12% (epoch=60)(element=6266) loss = 0.005 error progress = 2.22892% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.1773% +completion: 20% (epoch=100)(element=6266) loss = 0.002 error progress = 2.13838% +completion: 24% (epoch=120)(element=6266) loss = 0 error progress = 2.10503% +completion: 28% (epoch=140)(element=6266) loss = 0 error progress = 2.07643% +completion: 32% (epoch=160)(element=6266) loss = 0.011 error progress = 2.05324% +completion: 36% (epoch=180)(element=6266) loss = 0.002 error progress = 2.034% +completion: 40% (epoch=200)(element=6266) loss = 0 error progress = 2.01793% +completion: 44% (epoch=220)(element=6266) loss = 0.013 error progress = 2.00208% +completion: 48% (epoch=240)(element=6266) loss = 0.003 error progress = 1.98678% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.97389% +completion: 56% (epoch=280)(element=6266) loss = 0 error progress = 1.96152% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.94944% +completion: 64% (epoch=320)(element=6266) loss = 0 error progress = 1.93819% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.92795% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.91741% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.9088% +completion: 80% (epoch=400)(element=6266) loss = 0.002 error progress = 1.90141% +completion: 84% (epoch=420)(element=6266) loss = 0.002 error progress = 1.89347% +completion: 88% (epoch=440)(element=6266) loss = 0 error progress = 1.88499% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.87751% +completion: 96% (epoch=480)(element=6266) loss = 0 error progress = 1.87034% +completion: 100% (epoch=500)(element=6266) loss = 0.003 error progress = 1.8636% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.27% +#FPplusFN=2089 +minError=216 minErrorIndex=1 globalThreshold =-1.220376050901 +metrics area_roc = 91.97% +(beta) metrics area_precision_recall = 72.7% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 246 / 516 (truth == 1) & (prediction < threshold) + TP = 270 / 516 (truth == 1) & (prediction >= threshold) + + FP = 20 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,553 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.64 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.52 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.99 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus100_hl1_time1524252209 + +$$$ hidden_units = 125 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.41977% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.2698% +completion: 12% (epoch=60)(element=6266) loss = 0.003 error progress = 2.1867% +completion: 16% (epoch=80)(element=6266) loss = 0 error progress = 2.13278% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.0891% +completion: 24% (epoch=120)(element=6266) loss = 0.011 error progress = 2.05637% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 2.02805% +completion: 32% (epoch=160)(element=6266) loss = 0.009 error progress = 2.00452% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.98373% +completion: 40% (epoch=200)(element=6266) loss = 0.003 error progress = 1.96608% +completion: 44% (epoch=220)(element=6266) loss = 0.005 error progress = 1.95004% +completion: 48% (epoch=240)(element=6266) loss = 0.007 error progress = 1.93584% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.9222% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.90885% +completion: 60% (epoch=300)(element=6266) loss = 0 error progress = 1.89542% +completion: 64% (epoch=320)(element=6266) loss = 0.003 error progress = 1.88393% +completion: 68% (epoch=340)(element=6266) loss = 0.002 error progress = 1.87242% +completion: 72% (epoch=360)(element=6266) loss = 0 error progress = 1.86158% +completion: 76% (epoch=380)(element=6266) loss = 0 error progress = 1.85188% +completion: 80% (epoch=400)(element=6266) loss = 0.006 error progress = 1.84276% +completion: 84% (epoch=420)(element=6266) loss = 0.009 error progress = 1.83359% +completion: 88% (epoch=440)(element=6266) loss = 0.002 error progress = 1.82417% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.81555% +completion: 96% (epoch=480)(element=6266) loss = 0.026 error progress = 1.80742% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.7995% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.94% +#FPplusFN=2089 +minError=219 minErrorIndex=1 globalThreshold =-1.3451128770077 +metrics area_roc = 90.85% +(beta) metrics area_precision_recall = 71.72% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 230 / 516 (truth == 1) & (prediction < threshold) + TP = 286 / 516 (truth == 1) & (prediction >= threshold) + + FP = 22 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,551 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.55 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.99 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus125_hl1_time1524252784 + +$$$ hidden_units = 150 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.002 error progress = 2.40106% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.25362% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.17555% +completion: 16% (epoch=80)(element=6266) loss = 0.024 error progress = 2.12121% +completion: 20% (epoch=100)(element=6266) loss = 0.01 error progress = 2.08182% +completion: 24% (epoch=120)(element=6266) loss = 0 error progress = 2.04801% +completion: 28% (epoch=140)(element=6266) loss = 0 error progress = 2.01544% +completion: 32% (epoch=160)(element=6266) loss = 0.012 error progress = 1.99094% +completion: 36% (epoch=180)(element=6266) loss = 0.008 error progress = 1.96869% +completion: 40% (epoch=200)(element=6266) loss = 0 error progress = 1.94805% +completion: 44% (epoch=220)(element=6266) loss = 0.003 error progress = 1.92925% +completion: 48% (epoch=240)(element=6266) loss = 0.002 error progress = 1.91172% +completion: 52% (epoch=260)(element=6266) loss = 0.003 error progress = 1.89571% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.88114% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.86703% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 1.85372% +completion: 68% (epoch=340)(element=6266) loss = 0.002 error progress = 1.84127% +completion: 72% (epoch=360)(element=6266) loss = 0.01 error progress = 1.82915% +completion: 76% (epoch=380)(element=6266) loss = 0 error progress = 1.81801% +completion: 80% (epoch=400)(element=6266) loss = 0.003 error progress = 1.80795% +completion: 84% (epoch=420)(element=6266) loss = 0.002 error progress = 1.79768% +completion: 88% (epoch=440)(element=6266) loss = 0 error progress = 1.78781% +completion: 92% (epoch=460)(element=6266) loss = 0 error progress = 1.778% +completion: 96% (epoch=480)(element=6266) loss = 0.003 error progress = 1.76959% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.76096% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.65% +#FPplusFN=2089 +minError=227 minErrorIndex=1 globalThreshold =-1.1534186983852 +metrics area_roc = 91.8% +(beta) metrics area_precision_recall = 70.38% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 221 / 516 (truth == 1) & (prediction < threshold) + TP = 295 / 516 (truth == 1) & (prediction >= threshold) + + FP = 37 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.57 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus150_hl1_time1524253418 + +$$$ hidden_units = 175 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.01 error progress = 2.37389% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.22825% +completion: 12% (epoch=60)(element=6266) loss = 0.002 error progress = 2.14972% +completion: 16% (epoch=80)(element=6266) loss = 0.006 error progress = 2.09358% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.05098% +completion: 24% (epoch=120)(element=6266) loss = 0.007 error progress = 2.01795% +completion: 28% (epoch=140)(element=6266) loss = 0.003 error progress = 1.9898% +completion: 32% (epoch=160)(element=6266) loss = 0.003 error progress = 1.96693% +completion: 36% (epoch=180)(element=6266) loss = 0.004 error progress = 1.94587% +completion: 40% (epoch=200)(element=6266) loss = 0.003 error progress = 1.92704% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.90978% +completion: 48% (epoch=240)(element=6266) loss = 0.006 error progress = 1.89368% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.87971% +completion: 56% (epoch=280)(element=6266) loss = 0 error progress = 1.86639% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.85393% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 1.84145% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.8297% +completion: 72% (epoch=360)(element=6266) loss = 0 error progress = 1.81869% +completion: 76% (epoch=380)(element=6266) loss = 0.002 error progress = 1.8081% +completion: 80% (epoch=400)(element=6266) loss = 0.015 error progress = 1.79857% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.78893% +completion: 88% (epoch=440)(element=6266) loss = 0 error progress = 1.7797% +completion: 92% (epoch=460)(element=6266) loss = 0.003 error progress = 1.77136% +completion: 96% (epoch=480)(element=6266) loss = 0 error progress = 1.76314% +completion: 100% (epoch=500)(element=6266) loss = 0.003 error progress = 1.75435% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.75% +#FPplusFN=2089 +minError=226 minErrorIndex=1 globalThreshold =-1.507336786384 +metrics area_roc = 90.64% +(beta) metrics area_precision_recall = 67.84% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 223 / 516 (truth == 1) & (prediction < threshold) + TP = 293 / 516 (truth == 1) & (prediction >= threshold) + + FP = 33 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.57 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus175_hl1_time1524254125 + +$$$ hidden_units = 200 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.35616% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.21461% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.13808% +completion: 16% (epoch=80)(element=6266) loss = 0 error progress = 2.08462% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.04341% +completion: 24% (epoch=120)(element=6266) loss = 0 error progress = 2.01014% +completion: 28% (epoch=140)(element=6266) loss = 0 error progress = 1.98036% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.95584% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.93266% +completion: 40% (epoch=200)(element=6266) loss = 0.005 error progress = 1.91112% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.8925% +completion: 48% (epoch=240)(element=6266) loss = 0.003 error progress = 1.87423% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.85627% +completion: 56% (epoch=280)(element=6266) loss = 0 error progress = 1.84033% +completion: 60% (epoch=300)(element=6266) loss = 0 error progress = 1.8243% +completion: 64% (epoch=320)(element=6266) loss = 0.003 error progress = 1.80957% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.79586% +completion: 72% (epoch=360)(element=6266) loss = 0 error progress = 1.78254% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.76987% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.75824% +completion: 84% (epoch=420)(element=6266) loss = 0 error progress = 1.74624% +completion: 88% (epoch=440)(element=6266) loss = 0 error progress = 1.73452% +completion: 92% (epoch=460)(element=6266) loss = 0 error progress = 1.72366% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.71265% +completion: 100% (epoch=500)(element=6266) loss = 0 error progress = 1.70228% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.21% +#FPplusFN=2089 +minError=230 minErrorIndex=1 globalThreshold =-1.6708420925161 +metrics area_roc = 90.39% +(beta) metrics area_precision_recall = 69.92% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 259 / 516 (truth == 1) & (prediction < threshold) + TP = 257 / 516 (truth == 1) & (prediction >= threshold) + + FP = 29 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,544 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.6 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.5 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.64 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus200_hl1_time1524254889 + +$$$ hidden_units = 225 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.34428% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.2069% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.12564% +completion: 16% (epoch=80)(element=6266) loss = 0.002 error progress = 2.06839% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.0211% +completion: 24% (epoch=120)(element=6266) loss = 0 error progress = 1.98378% +completion: 28% (epoch=140)(element=6266) loss = 0.006 error progress = 1.95101% +completion: 32% (epoch=160)(element=6266) loss = 0 error progress = 1.92322% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.89981% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.8792% +completion: 44% (epoch=220)(element=6266) loss = 0 error progress = 1.861% +completion: 48% (epoch=240)(element=6266) loss = 0.002 error progress = 1.84361% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.82691% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.81233% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 1.79796% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.78447% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.7719% +completion: 72% (epoch=360)(element=6266) loss = 0 error progress = 1.76029% +completion: 76% (epoch=380)(element=6266) loss = 0 error progress = 1.74875% +completion: 80% (epoch=400)(element=6266) loss = 0 error progress = 1.73736% +completion: 84% (epoch=420)(element=6266) loss = 0 error progress = 1.72706% +completion: 88% (epoch=440)(element=6266) loss = 0.007 error progress = 1.71716% +completion: 92% (epoch=460)(element=6266) loss = 0 error progress = 1.70743% +completion: 96% (epoch=480)(element=6266) loss = 0.002 error progress = 1.69811% +completion: 100% (epoch=500)(element=6266) loss = 0 error progress = 1.68908% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.36% +#FPplusFN=2089 +minError=239 minErrorIndex=1 globalThreshold =-1.2571550166953 +metrics area_roc = 91.29% +(beta) metrics area_precision_recall = 70.39% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 228 / 516 (truth == 1) & (prediction < threshold) + TP = 288 / 516 (truth == 1) & (prediction >= threshold) + + FP = 36 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,537 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.64 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.56 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl1_time1524255759 + +$$$ hidden_units = 250 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.32704% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.18341% +completion: 12% (epoch=60)(element=6266) loss = 0.006 error progress = 2.10528% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.0512% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.00785% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 1.97369% +completion: 28% (epoch=140)(element=6266) loss = 0 error progress = 1.9446% +completion: 32% (epoch=160)(element=6266) loss = 0 error progress = 1.91869% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.89354% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 1.87113% +completion: 44% (epoch=220)(element=6266) loss = 0.002 error progress = 1.85016% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.83023% +completion: 52% (epoch=260)(element=6266) loss = 0.002 error progress = 1.81279% +completion: 56% (epoch=280)(element=6266) loss = 0.002 error progress = 1.7963% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 1.78018% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.76624% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.75144% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.73819% +completion: 76% (epoch=380)(element=6266) loss = 0 error progress = 1.72563% +completion: 80% (epoch=400)(element=6266) loss = 0 error progress = 1.71401% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.70204% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.69136% +completion: 92% (epoch=460)(element=6266) loss = 0 error progress = 1.6807% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.67024% +completion: 100% (epoch=500)(element=6266) loss = 0 error progress = 1.66003% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.7% +#FPplusFN=2089 +minError=228 minErrorIndex=1 globalThreshold =-1.3495003559987 +metrics area_roc = 90.94% +(beta) metrics area_precision_recall = 70.96% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 222 / 516 (truth == 1) & (prediction < threshold) + TP = 294 / 516 (truth == 1) & (prediction >= threshold) + + FP = 35 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,538 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.57 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus250_hl1_time1524256726 + +$$$ hidden_units = 275 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.32714% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.18693% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.10733% +completion: 16% (epoch=80)(element=6266) loss = 0 error progress = 2.05068% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.00445% +completion: 24% (epoch=120)(element=6266) loss = 0.002 error progress = 1.96657% +completion: 28% (epoch=140)(element=6266) loss = 0.003 error progress = 1.93403% +completion: 32% (epoch=160)(element=6266) loss = 0.003 error progress = 1.90661% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.88198% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.85926% +completion: 44% (epoch=220)(element=6266) loss = 0 error progress = 1.83901% +completion: 48% (epoch=240)(element=6266) loss = 0.008 error progress = 1.81946% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.80058% +completion: 56% (epoch=280)(element=6266) loss = 0 error progress = 1.78408% +completion: 60% (epoch=300)(element=6266) loss = 0 error progress = 1.76845% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.75423% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.73967% +completion: 72% (epoch=360)(element=6266) loss = 0.003 error progress = 1.72616% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.71351% +completion: 80% (epoch=400)(element=6266) loss = 0.002 error progress = 1.70178% +completion: 84% (epoch=420)(element=6266) loss = 0.008 error progress = 1.69013% +completion: 88% (epoch=440)(element=6266) loss = 0 error progress = 1.67828% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.66755% +completion: 96% (epoch=480)(element=6266) loss = 0 error progress = 1.65753% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.64728% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.7% +#FPplusFN=2089 +minError=225 minErrorIndex=1 globalThreshold =-1.3832129541397 +metrics area_roc = 91.04% +(beta) metrics area_precision_recall = 69.41% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 231 / 516 (truth == 1) & (prediction < threshold) + TP = 285 / 516 (truth == 1) & (prediction >= threshold) + + FP = 26 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,547 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.55 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus275_hl1_time1524257786 + +$$$ hidden_units = 300 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.006 error progress = 2.30989% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.17368% +completion: 12% (epoch=60)(element=6266) loss = 0 error progress = 2.09673% +completion: 16% (epoch=80)(element=6266) loss = 0.007 error progress = 2.04173% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 1.99845% +completion: 24% (epoch=120)(element=6266) loss = 0 error progress = 1.96184% +completion: 28% (epoch=140)(element=6266) loss = 0 error progress = 1.92902% +completion: 32% (epoch=160)(element=6266) loss = 0.002 error progress = 1.89948% +completion: 36% (epoch=180)(element=6266) loss = 0.003 error progress = 1.87356% +completion: 40% (epoch=200)(element=6266) loss = 0 error progress = 1.84918% +completion: 44% (epoch=220)(element=6266) loss = 0 error progress = 1.82787% +completion: 48% (epoch=240)(element=6266) loss = 0.002 error progress = 1.80637% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.78746% +completion: 56% (epoch=280)(element=6266) loss = 0 error progress = 1.76959% +completion: 60% (epoch=300)(element=6266) loss = 0 error progress = 1.75205% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.73537% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.72013% +completion: 72% (epoch=360)(element=6266) loss = 0 error progress = 1.70536% +completion: 76% (epoch=380)(element=6266) loss = 0 error progress = 1.69098% +completion: 80% (epoch=400)(element=6266) loss = 0 error progress = 1.67731% +completion: 84% (epoch=420)(element=6266) loss = 0 error progress = 1.66372% +completion: 88% (epoch=440)(element=6266) loss = 0 error progress = 1.65102% +completion: 92% (epoch=460)(element=6266) loss = 0 error progress = 1.63914% +completion: 96% (epoch=480)(element=6266) loss = 0.005 error progress = 1.62731% +completion: 100% (epoch=500)(element=6266) loss = 0 error progress = 1.61638% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.08% +#FPplusFN=2089 +minError=217 minErrorIndex=1 globalThreshold =-1.9357828429559 +metrics area_roc = 91.89% +(beta) metrics area_precision_recall = 68.8% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 216 / 516 (truth == 1) & (prediction < threshold) + TP = 300 / 516 (truth == 1) & (prediction >= threshold) + + FP = 33 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.58 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl1_time1524258968 + +$$$ hidden_units = 350 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.001 error progress = 2.31358% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.16235% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.07601% +completion: 16% (epoch=80)(element=6266) loss = 0 error progress = 2.01896% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 1.97431% +completion: 24% (epoch=120)(element=6266) loss = 0 error progress = 1.93509% +completion: 28% (epoch=140)(element=6266) loss = 0 error progress = 1.90145% +completion: 32% (epoch=160)(element=6266) loss = 0 error progress = 1.8736% +completion: 36% (epoch=180)(element=6266) loss = 0.002 error progress = 1.84729% +completion: 40% (epoch=200)(element=6266) loss = 0 error progress = 1.82377% +completion: 44% (epoch=220)(element=6266) loss = 0 error progress = 1.80185% +completion: 48% (epoch=240)(element=6266) loss = 0 error progress = 1.78186% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.76156% +completion: 56% (epoch=280)(element=6266) loss = 0 error progress = 1.74383% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.72728% +completion: 64% (epoch=320)(element=6266) loss = 0.003 error progress = 1.7115% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.69605% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.68167% +completion: 76% (epoch=380)(element=6266) loss = 0 error progress = 1.66812% +completion: 80% (epoch=400)(element=6266) loss = 0.002 error progress = 1.65492% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.64248% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.63018% +completion: 92% (epoch=460)(element=6266) loss = 0 error progress = 1.61821% +completion: 96% (epoch=480)(element=6266) loss = 0 error progress = 1.60701% +completion: 100% (epoch=500)(element=6266) loss = 0 error progress = 1.5956% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.31% +#FPplusFN=2089 +minError=210 minErrorIndex=1 globalThreshold =-1.4718534097512 +metrics area_roc = 90.57% +(beta) metrics area_precision_recall = 68.98% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 237 / 516 (truth == 1) & (prediction < threshold) + TP = 279 / 516 (truth == 1) & (prediction >= threshold) + + FP = 28 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,545 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.64 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.54 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.68 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl1_time1524260384 + +$$$ hidden_units = 400 hidden_layers = 1 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.003 error progress = 2.2917% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.14293% +completion: 12% (epoch=60)(element=6266) loss = 0 error progress = 2.06122% +completion: 16% (epoch=80)(element=6266) loss = 0.002 error progress = 2.00508% +completion: 20% (epoch=100)(element=6266) loss = 0.006 error progress = 1.95933% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 1.92285% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 1.89053% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.86191% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.83607% +completion: 40% (epoch=200)(element=6266) loss = 0.003 error progress = 1.81218% +completion: 44% (epoch=220)(element=6266) loss = 0 error progress = 1.78989% +completion: 48% (epoch=240)(element=6266) loss = 0 error progress = 1.76877% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.74936% +completion: 56% (epoch=280)(element=6266) loss = 0.003 error progress = 1.73029% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 1.71265% +completion: 64% (epoch=320)(element=6266) loss = 0 error progress = 1.69525% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.67839% +completion: 72% (epoch=360)(element=6266) loss = 0 error progress = 1.66216% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.647% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.63244% +completion: 84% (epoch=420)(element=6266) loss = 0 error progress = 1.61908% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.60543% +completion: 92% (epoch=460)(element=6266) loss = 0 error progress = 1.59267% +completion: 96% (epoch=480)(element=6266) loss = 0.002 error progress = 1.58047% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.56906% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.56% +#FPplusFN=2089 +minError=208 minErrorIndex=1 globalThreshold =-1.4173948943747 +metrics area_roc = 93.1% +(beta) metrics area_precision_recall = 71.18% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 208 / 516 (truth == 1) & (prediction < threshold) + TP = 308 / 516 (truth == 1) & (prediction >= threshold) + + FP = 31 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,542 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.6 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus400_hl1_time1524262092 + +$$$ hidden_units = 5 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.075 error progress = 4.91432% +completion: 8% (epoch=40)(element=6266) loss = 0.075 error progress = 4.91339% +completion: 12% (epoch=60)(element=6266) loss = 0.093 error progress = 4.86128% +completion: 16% (epoch=80)(element=6266) loss = 0.06 error progress = 4.81156% +completion: 20% (epoch=100)(element=6266) loss = 0.003 error progress = 4.78032% +completion: 24% (epoch=120)(element=6266) loss = 0.061 error progress = 4.76001% +completion: 28% (epoch=140)(element=6266) loss = 0.003 error progress = 4.74527% +completion: 32% (epoch=160)(element=6266) loss = 0.094 error progress = 4.73433% +completion: 36% (epoch=180)(element=6266) loss = 0.107 error progress = 4.72555% +completion: 40% (epoch=200)(element=6266) loss = 0.104 error progress = 4.71884% +completion: 44% (epoch=220)(element=6266) loss = 0.11 error progress = 4.71385% +completion: 48% (epoch=240)(element=6266) loss = 0.096 error progress = 4.70939% +completion: 52% (epoch=260)(element=6266) loss = 0.093 error progress = 4.70556% +completion: 56% (epoch=280)(element=6266) loss = 0.1 error progress = 4.70229% +completion: 60% (epoch=300)(element=6266) loss = 0.016 error progress = 4.69932% +completion: 64% (epoch=320)(element=6266) loss = 0.1 error progress = 4.69666% +completion: 68% (epoch=340)(element=6266) loss = 0.049 error progress = 4.69446% +completion: 72% (epoch=360)(element=6266) loss = 0.101 error progress = 4.69231% +completion: 76% (epoch=380)(element=6266) loss = 0.099 error progress = 4.69053% +completion: 80% (epoch=400)(element=6266) loss = 0.111 error progress = 4.68848% +completion: 84% (epoch=420)(element=6266) loss = 0.021 error progress = 4.68644% +completion: 88% (epoch=440)(element=6266) loss = 0.09 error progress = 4.68478% +completion: 92% (epoch=460)(element=6266) loss = 0.103 error progress = 4.68316% +completion: 96% (epoch=480)(element=6266) loss = 0.107 error progress = 4.6816% +completion: 100% (epoch=500)(element=6266) loss = 0.101 error progress = 4.68014% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 75.3% +ATTENTION: all the predictions are FALSE +#FPplusFN=2089 +minError=516 minErrorIndex=1 globalThreshold =-1.6670042526001 +metrics area_roc = 62.07% +(beta) metrics area_precision_recall = 18.14% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 516 / 516 (truth == 1) & (prediction < threshold) + TP = 0 / 516 (truth == 1) & (prediction >= threshold) + + FP = 0 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,573 / 1,573 (truth == 0) & (prediction < threshold) + +Matthews correlation coefficient = NOT computable +accuracy = 0.75 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 1 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl2_time1524262568 + +$$$ hidden_units = 10 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.118 error progress = 4.20528% +completion: 8% (epoch=40)(element=6266) loss = 0.003 error progress = 4.16341% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 4.14574% +completion: 16% (epoch=80)(element=6266) loss = 0.095 error progress = 4.13407% +completion: 20% (epoch=100)(element=6266) loss = 0.146 error progress = 4.12419% +completion: 24% (epoch=120)(element=6266) loss = 0.116 error progress = 4.10376% +completion: 28% (epoch=140)(element=6266) loss = 0.02 error progress = 4.07514% +completion: 32% (epoch=160)(element=6266) loss = 0.052 error progress = 4.05364% +completion: 36% (epoch=180)(element=6266) loss = 0.023 error progress = 4.02512% +completion: 40% (epoch=200)(element=6266) loss = 0.141 error progress = 3.99839% +completion: 44% (epoch=220)(element=6266) loss = 0.124 error progress = 3.9741% +completion: 48% (epoch=240)(element=6266) loss = 0.107 error progress = 3.9538% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 3.93541% +completion: 56% (epoch=280)(element=6266) loss = 0.049 error progress = 3.91921% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 3.90695% +completion: 64% (epoch=320)(element=6266) loss = 0.004 error progress = 3.89531% +completion: 68% (epoch=340)(element=6266) loss = 0.005 error progress = 3.88401% +completion: 72% (epoch=360)(element=6266) loss = 0.015 error progress = 3.87424% +completion: 76% (epoch=380)(element=6266) loss = 0 error progress = 3.86515% +completion: 80% (epoch=400)(element=6266) loss = 0.01 error progress = 3.85716% +completion: 84% (epoch=420)(element=6266) loss = 0 error progress = 3.84667% +completion: 88% (epoch=440)(element=6266) loss = 0.041 error progress = 3.83597% +completion: 92% (epoch=460)(element=6266) loss = 0.002 error progress = 3.82449% +completion: 96% (epoch=480)(element=6266) loss = 0.077 error progress = 3.81469% +completion: 100% (epoch=500)(element=6266) loss = 0 error progress = 3.80423% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 77.31% +#FPplusFN=2089 +minError=369 minErrorIndex=1 globalThreshold =-1.7847241940084 +metrics area_roc = 82.32% +(beta) metrics area_precision_recall = 49.37% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 467 / 516 (truth == 1) & (prediction < threshold) + TP = 49 / 516 (truth == 1) & (prediction >= threshold) + + FP = 7 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,566 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.24 :::: + +accuracy = 0.77 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.09 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 1 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.17 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl2_time1524263057 + +$$$ hidden_units = 25 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 3.42956% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 3.20333% +completion: 12% (epoch=60)(element=6266) loss = 0.008 error progress = 3.09078% +completion: 16% (epoch=80)(element=6266) loss = 0.016 error progress = 3.02755% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.99014% +completion: 24% (epoch=120)(element=6266) loss = 0.02 error progress = 2.95844% +completion: 28% (epoch=140)(element=6266) loss = 0.011 error progress = 2.93298% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 2.91162% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 2.89615% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 2.88% +completion: 44% (epoch=220)(element=6266) loss = 0.066 error progress = 2.86687% +completion: 48% (epoch=240)(element=6266) loss = 0.024 error progress = 2.85611% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 2.84323% +completion: 56% (epoch=280)(element=6266) loss = 0.121 error progress = 2.83038% +completion: 60% (epoch=300)(element=6266) loss = 0.072 error progress = 2.81947% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 2.81019% +completion: 68% (epoch=340)(element=6266) loss = 0.051 error progress = 2.80117% +completion: 72% (epoch=360)(element=6266) loss = 0.099 error progress = 2.7935% +completion: 76% (epoch=380)(element=6266) loss = 0.019 error progress = 2.78591% +completion: 80% (epoch=400)(element=6266) loss = 0.002 error progress = 2.77804% +completion: 84% (epoch=420)(element=6266) loss = 0.014 error progress = 2.77016% +completion: 88% (epoch=440)(element=6266) loss = 0.004 error progress = 2.76355% +completion: 92% (epoch=460)(element=6266) loss = 0.026 error progress = 2.75699% +completion: 96% (epoch=480)(element=6266) loss = 0.011 error progress = 2.75086% +completion: 100% (epoch=500)(element=6266) loss = 0.007 error progress = 2.74511% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 80.71% +#FPplusFN=2089 +minError=272 minErrorIndex=1 globalThreshold =-1.9693846786562 +metrics area_roc = 89.13% +(beta) metrics area_precision_recall = 65.89% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 396 / 516 (truth == 1) & (prediction < threshold) + TP = 120 / 516 (truth == 1) & (prediction >= threshold) + + FP = 7 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,566 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.41 :::: + +accuracy = 0.81 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.23 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 1 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.37 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus25_hl2_time1524263562 + +$$$ hidden_units = 50 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.001 error progress = 2.82143% +completion: 8% (epoch=40)(element=6266) loss = 0.003 error progress = 2.66916% +completion: 12% (epoch=60)(element=6266) loss = 0.008 error progress = 2.59259% +completion: 16% (epoch=80)(element=6266) loss = 0.011 error progress = 2.54149% +completion: 20% (epoch=100)(element=6266) loss = 0.006 error progress = 2.50077% +completion: 24% (epoch=120)(element=6266) loss = 0.003 error progress = 2.46914% +completion: 28% (epoch=140)(element=6266) loss = 0.004 error progress = 2.4413% +completion: 32% (epoch=160)(element=6266) loss = 0.003 error progress = 2.41744% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 2.3958% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 2.37613% +completion: 44% (epoch=220)(element=6266) loss = 0.003 error progress = 2.35794% +completion: 48% (epoch=240)(element=6266) loss = 0.002 error progress = 2.34201% +completion: 52% (epoch=260)(element=6266) loss = 0.025 error progress = 2.32786% +completion: 56% (epoch=280)(element=6266) loss = 0.003 error progress = 2.31581% +completion: 60% (epoch=300)(element=6266) loss = 0 error progress = 2.30217% +completion: 64% (epoch=320)(element=6266) loss = 0.006 error progress = 2.29109% +completion: 68% (epoch=340)(element=6266) loss = 0.004 error progress = 2.28037% +completion: 72% (epoch=360)(element=6266) loss = 0.002 error progress = 2.27058% +completion: 76% (epoch=380)(element=6266) loss = 0.003 error progress = 2.26198% +completion: 80% (epoch=400)(element=6266) loss = 0.003 error progress = 2.25252% +completion: 84% (epoch=420)(element=6266) loss = 0.002 error progress = 2.24315% +completion: 88% (epoch=440)(element=6266) loss = 0.002 error progress = 2.23372% +completion: 92% (epoch=460)(element=6266) loss = 0.004 error progress = 2.22529% +completion: 96% (epoch=480)(element=6266) loss = 0.003 error progress = 2.21749% +completion: 100% (epoch=500)(element=6266) loss = 0.002 error progress = 2.20953% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 85.02% +#FPplusFN=2089 +minError=247 minErrorIndex=1 globalThreshold =-0.93454394187906 +metrics area_roc = 89.91% +(beta) metrics area_precision_recall = 66.59% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 282 / 516 (truth == 1) & (prediction < threshold) + TP = 234 / 516 (truth == 1) & (prediction >= threshold) + + FP = 31 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,542 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.56 :::: + +accuracy = 0.85 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.45 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.6 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl2_time1524264124 + +$$$ hidden_units = 75 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.006 error progress = 2.64675% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.4688% +completion: 12% (epoch=60)(element=6266) loss = 0.004 error progress = 2.37748% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.31568% +completion: 20% (epoch=100)(element=6266) loss = 0.002 error progress = 2.26941% +completion: 24% (epoch=120)(element=6266) loss = 0.003 error progress = 2.23473% +completion: 28% (epoch=140)(element=6266) loss = 0.003 error progress = 2.20868% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 2.18596% +completion: 36% (epoch=180)(element=6266) loss = 0.002 error progress = 2.16233% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 2.14292% +completion: 44% (epoch=220)(element=6266) loss = 0.002 error progress = 2.12568% +completion: 48% (epoch=240)(element=6266) loss = 0.003 error progress = 2.11084% +completion: 52% (epoch=260)(element=6266) loss = 0.002 error progress = 2.09637% +completion: 56% (epoch=280)(element=6266) loss = 0.002 error progress = 2.08378% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 2.07201% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 2.06152% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 2.05262% +completion: 72% (epoch=360)(element=6266) loss = 0.002 error progress = 2.04356% +completion: 76% (epoch=380)(element=6266) loss = 0.002 error progress = 2.03448% +completion: 80% (epoch=400)(element=6266) loss = 0.004 error progress = 2.02624% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 2.01848% +completion: 88% (epoch=440)(element=6266) loss = 0.002 error progress = 2.01075% +completion: 92% (epoch=460)(element=6266) loss = 0.002 error progress = 2.00349% +completion: 96% (epoch=480)(element=6266) loss = 0.002 error progress = 1.99735% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.99038% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.12% +#FPplusFN=2089 +minError=225 minErrorIndex=1 globalThreshold =-0.96317071782659 +metrics area_roc = 91.09% +(beta) metrics area_precision_recall = 70.54% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 235 / 516 (truth == 1) & (prediction < threshold) + TP = 281 / 516 (truth == 1) & (prediction >= threshold) + + FP = 34 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,539 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.63 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.54 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.68 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl2_time1524264749 + +$$$ hidden_units = 100 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.003 error progress = 2.58348% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.41964% +completion: 12% (epoch=60)(element=6266) loss = 0.002 error progress = 2.32824% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.26558% +completion: 20% (epoch=100)(element=6266) loss = 0.003 error progress = 2.22103% +completion: 24% (epoch=120)(element=6266) loss = 0.002 error progress = 2.18311% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 2.15314% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 2.12609% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 2.10229% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 2.08281% +completion: 44% (epoch=220)(element=6266) loss = 0.002 error progress = 2.06665% +completion: 48% (epoch=240)(element=6266) loss = 0.002 error progress = 2.05175% +completion: 52% (epoch=260)(element=6266) loss = 0.002 error progress = 2.03811% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 2.02538% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 2.01337% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 2.00259% +completion: 68% (epoch=340)(element=6266) loss = 0.002 error progress = 1.99347% +completion: 72% (epoch=360)(element=6266) loss = 0.003 error progress = 1.98427% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.97707% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.96886% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.96156% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.9537% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.94602% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.93807% +completion: 100% (epoch=500)(element=6266) loss = 0.002 error progress = 1.9313% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.79% +#FPplusFN=2089 +minError=220 minErrorIndex=1 globalThreshold =-1.0152821952056 +metrics area_roc = 90.73% +(beta) metrics area_precision_recall = 69.15% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 236 / 516 (truth == 1) & (prediction < threshold) + TP = 280 / 516 (truth == 1) & (prediction >= threshold) + + FP = 40 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.62 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.54 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.97 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus100_hl2_time1524265451 + +$$$ hidden_units = 125 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.52735% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.36261% +completion: 12% (epoch=60)(element=6266) loss = 0 error progress = 2.26848% +completion: 16% (epoch=80)(element=6266) loss = 0.002 error progress = 2.20515% +completion: 20% (epoch=100)(element=6266) loss = 0.019 error progress = 2.15462% +completion: 24% (epoch=120)(element=6266) loss = 0.004 error progress = 2.11419% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 2.08225% +completion: 32% (epoch=160)(element=6266) loss = 0 error progress = 2.05486% +completion: 36% (epoch=180)(element=6266) loss = 0.003 error progress = 2.03128% +completion: 40% (epoch=200)(element=6266) loss = 0.005 error progress = 2.01067% +completion: 44% (epoch=220)(element=6266) loss = 0.003 error progress = 1.99257% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.97646% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.96178% +completion: 56% (epoch=280)(element=6266) loss = 0.005 error progress = 1.94876% +completion: 60% (epoch=300)(element=6266) loss = 0.004 error progress = 1.93582% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.92473% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.91435% +completion: 72% (epoch=360)(element=6266) loss = 0.004 error progress = 1.90431% +completion: 76% (epoch=380)(element=6266) loss = 0.004 error progress = 1.89469% +completion: 80% (epoch=400)(element=6266) loss = 0.004 error progress = 1.88565% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.8773% +completion: 88% (epoch=440)(element=6266) loss = 0.002 error progress = 1.86943% +completion: 92% (epoch=460)(element=6266) loss = 0.004 error progress = 1.86119% +completion: 96% (epoch=480)(element=6266) loss = 0 error progress = 1.85387% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.84661% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.65% +#FPplusFN=2089 +minError=211 minErrorIndex=1 globalThreshold =-1.2346237269098 +metrics area_roc = 91.7% +(beta) metrics area_precision_recall = 71.49% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 229 / 516 (truth == 1) & (prediction < threshold) + TP = 287 / 516 (truth == 1) & (prediction >= threshold) + + FP = 29 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,544 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.56 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus125_hl2_time1524266268 + +$$$ hidden_units = 150 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.49826% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.32628% +completion: 12% (epoch=60)(element=6266) loss = 0.002 error progress = 2.23072% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.16503% +completion: 20% (epoch=100)(element=6266) loss = 0.002 error progress = 2.11714% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.07958% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 2.0463% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 2.01973% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.99464% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.97418% +completion: 44% (epoch=220)(element=6266) loss = 0 error progress = 1.95396% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.93622% +completion: 52% (epoch=260)(element=6266) loss = 0.002 error progress = 1.91977% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.90393% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.88969% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.87651% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.8642% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.8528% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.84207% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.83261% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.82274% +completion: 88% (epoch=440)(element=6266) loss = 0.002 error progress = 1.81368% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.80551% +completion: 96% (epoch=480)(element=6266) loss = 0.002 error progress = 1.79702% +completion: 100% (epoch=500)(element=6266) loss = 0.002 error progress = 1.78908% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.51% +#FPplusFN=2089 +minError=228 minErrorIndex=1 globalThreshold =-1.0481989852063 +metrics area_roc = 91.47% +(beta) metrics area_precision_recall = 44.29% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 212 / 516 (truth == 1) & (prediction < threshold) + TP = 304 / 516 (truth == 1) & (prediction >= threshold) + + FP = 49 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,524 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.64 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.59 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.97 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus150_hl2_time1524267188 + +$$$ hidden_units = 175 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.46099% +completion: 8% (epoch=40)(element=6266) loss = 0.002 error progress = 2.28075% +completion: 12% (epoch=60)(element=6266) loss = 0.002 error progress = 2.18403% +completion: 16% (epoch=80)(element=6266) loss = 0.004 error progress = 2.11703% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.06712% +completion: 24% (epoch=120)(element=6266) loss = 0 error progress = 2.03126% +completion: 28% (epoch=140)(element=6266) loss = 0.002 error progress = 2.00051% +completion: 32% (epoch=160)(element=6266) loss = 0.002 error progress = 1.97124% +completion: 36% (epoch=180)(element=6266) loss = 0.006 error progress = 1.94889% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.92611% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.90629% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.88676% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.87046% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.85675% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.84238% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.82951% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.81739% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.80562% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.79489% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.78444% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.77489% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.76523% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.75631% +completion: 96% (epoch=480)(element=6266) loss = 0 error progress = 1.74765% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.73989% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.65% +#FPplusFN=2089 +minError=217 minErrorIndex=1 globalThreshold =-1.0740366725404 +metrics area_roc = 91.53% +(beta) metrics area_precision_recall = 70.2% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 206 / 516 (truth == 1) & (prediction < threshold) + TP = 310 / 516 (truth == 1) & (prediction >= threshold) + + FP = 31 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,542 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.6 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus175_hl2_time1524268238 + +$$$ hidden_units = 200 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.45004% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.27359% +completion: 12% (epoch=60)(element=6266) loss = 0 error progress = 2.18302% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.12213% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.07526% +completion: 24% (epoch=120)(element=6266) loss = 0.002 error progress = 2.03613% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 2.00359% +completion: 32% (epoch=160)(element=6266) loss = 0.002 error progress = 1.97623% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.95226% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.92994% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.90983% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.89118% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.87316% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.85807% +completion: 60% (epoch=300)(element=6266) loss = 0 error progress = 1.84408% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.83067% +completion: 68% (epoch=340)(element=6266) loss = 0.002 error progress = 1.81782% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.80627% +completion: 76% (epoch=380)(element=6266) loss = 0.002 error progress = 1.79482% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.78357% +completion: 84% (epoch=420)(element=6266) loss = 0 error progress = 1.77253% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.76225% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.75282% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.7436% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.73456% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.46% +#FPplusFN=2089 +minError=219 minErrorIndex=1 globalThreshold =-1.0248606087597 +metrics area_roc = 91.46% +(beta) metrics area_precision_recall = 71.07% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 206 / 516 (truth == 1) & (prediction < threshold) + TP = 310 / 516 (truth == 1) & (prediction >= threshold) + + FP = 35 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,538 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.6 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus200_hl2_time1524269434 + +$$$ hidden_units = 225 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.004 error progress = 2.4211% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.25182% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.15609% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.08814% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.03216% +completion: 24% (epoch=120)(element=6266) loss = 0.002 error progress = 1.98839% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 1.95189% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.92439% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.89909% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.87744% +completion: 44% (epoch=220)(element=6266) loss = 0.01 error progress = 1.85836% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.8405% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.82498% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.81028% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 1.79685% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.78512% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.77345% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.76236% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.75189% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.74219% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.7334% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.72411% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.71529% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.70746% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.69933% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.04% +#FPplusFN=2089 +minError=218 minErrorIndex=1 globalThreshold =-1.0625055475077 +metrics area_roc = 91.94% +(beta) metrics area_precision_recall = 71.95% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 203 / 516 (truth == 1) & (prediction < threshold) + TP = 313 / 516 (truth == 1) & (prediction >= threshold) + + FP = 26 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,547 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.61 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl2_time1524270795 + +$$$ hidden_units = 250 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.42897% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.25851% +completion: 12% (epoch=60)(element=6266) loss = 0.002 error progress = 2.15625% +completion: 16% (epoch=80)(element=6266) loss = 0.002 error progress = 2.08665% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.03491% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 1.99112% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 1.95572% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.92419% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.8955% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.87198% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.84904% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.8302% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.81336% +completion: 56% (epoch=280)(element=6266) loss = 0 error progress = 1.79668% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.7813% +completion: 64% (epoch=320)(element=6266) loss = 0 error progress = 1.76779% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.75524% +completion: 72% (epoch=360)(element=6266) loss = 0 error progress = 1.74271% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.73185% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.72123% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.71129% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.70147% +completion: 92% (epoch=460)(element=6266) loss = 0 error progress = 1.69213% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.68391% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.67582% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.75% +#FPplusFN=2089 +minError=220 minErrorIndex=1 globalThreshold =-1.0415059340325 +metrics area_roc = 91.59% +(beta) metrics area_precision_recall = 71.57% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 199 / 516 (truth == 1) & (prediction < threshold) + TP = 317 / 516 (truth == 1) & (prediction >= threshold) + + FP = 36 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,537 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.61 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus250_hl2_time1524272329 + +$$$ hidden_units = 275 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.001 error progress = 2.38611% +completion: 8% (epoch=40)(element=6266) loss = 0.002 error progress = 2.20613% +completion: 12% (epoch=60)(element=6266) loss = 0.002 error progress = 2.10642% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.04444% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 1.99618% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 1.9578% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 1.92515% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.89987% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.87359% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.85327% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.83414% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.8163% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.79983% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.78537% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.77069% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.75787% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.74552% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.73331% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.72192% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.71137% +completion: 84% (epoch=420)(element=6266) loss = 0.002 error progress = 1.7014% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.69159% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.68206% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.67342% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.66466% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.42% +#FPplusFN=2089 +minError=219 minErrorIndex=1 globalThreshold =-1.058340887661 +metrics area_roc = 91.76% +(beta) metrics area_precision_recall = 70.03% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 214 / 516 (truth == 1) & (prediction < threshold) + TP = 302 / 516 (truth == 1) & (prediction >= threshold) + + FP = 28 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,545 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.59 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus275_hl2_time1524274054 + +$$$ hidden_units = 300 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.40009% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.23166% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.12984% +completion: 16% (epoch=80)(element=6266) loss = 0 error progress = 2.06079% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.01003% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 1.96796% +completion: 28% (epoch=140)(element=6266) loss = 0 error progress = 1.93245% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.90255% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.87648% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.85229% +completion: 44% (epoch=220)(element=6266) loss = 0.002 error progress = 1.83116% +completion: 48% (epoch=240)(element=6266) loss = 0 error progress = 1.8115% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.79474% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.77888% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.76452% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.75103% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.73778% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.72553% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.71391% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.7027% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.6919% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.6816% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.67181% +completion: 96% (epoch=480)(element=6266) loss = 0 error progress = 1.66233% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.65256% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.75% +#FPplusFN=2089 +minError=211 minErrorIndex=1 globalThreshold =-1.0541831263711 +metrics area_roc = 91.9% +(beta) metrics area_precision_recall = 71.58% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 199 / 516 (truth == 1) & (prediction < threshold) + TP = 317 / 516 (truth == 1) & (prediction >= threshold) + + FP = 36 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,537 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.61 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl2_time1524276010 + +$$$ hidden_units = 350 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.001 error progress = 2.37269% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.19654% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.09544% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.02452% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 1.96798% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 1.92342% +completion: 28% (epoch=140)(element=6266) loss = 0 error progress = 1.88773% +completion: 32% (epoch=160)(element=6266) loss = 0 error progress = 1.85877% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.83203% +completion: 40% (epoch=200)(element=6266) loss = 0 error progress = 1.80946% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.78914% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.77157% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.75434% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.73755% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.72229% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.70771% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.69415% +completion: 72% (epoch=360)(element=6266) loss = 0 error progress = 1.68165% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.66908% +completion: 80% (epoch=400)(element=6266) loss = 0.002 error progress = 1.6578% +completion: 84% (epoch=420)(element=6266) loss = 0 error progress = 1.64712% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.63654% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.62648% +completion: 96% (epoch=480)(element=6266) loss = 0 error progress = 1.61678% +completion: 100% (epoch=500)(element=6266) loss = 0 error progress = 1.6071% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.61% +#FPplusFN=2089 +minError=209 minErrorIndex=1 globalThreshold =-1.5273674182911 +metrics area_roc = 91.86% +(beta) metrics area_precision_recall = 72.82% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 211 / 516 (truth == 1) & (prediction < threshold) + TP = 305 / 516 (truth == 1) & (prediction >= threshold) + + FP = 27 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,546 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.59 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl2_time1524278449 + +$$$ hidden_units = 400 hidden_layers = 2 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.001 error progress = 2.35984% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.18709% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.0928% +completion: 16% (epoch=80)(element=6266) loss = 0 error progress = 2.02347% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 1.96894% +completion: 24% (epoch=120)(element=6266) loss = 0 error progress = 1.92384% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 1.8862% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.85532% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.82978% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 1.80698% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.78549% +completion: 48% (epoch=240)(element=6266) loss = 0 error progress = 1.76665% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.74898% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.73225% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.71691% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.70178% +completion: 68% (epoch=340)(element=6266) loss = 0 error progress = 1.68774% +completion: 72% (epoch=360)(element=6266) loss = 0 error progress = 1.67515% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.66294% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.65151% +completion: 84% (epoch=420)(element=6266) loss = 0 error progress = 1.64042% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.62938% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.6189% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.60831% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.59857% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.37% +#FPplusFN=2089 +minError=210 minErrorIndex=1 globalThreshold =-1.0512740657227 +metrics area_roc = 91.8% +(beta) metrics area_precision_recall = 56.87% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 209 / 516 (truth == 1) & (prediction < threshold) + TP = 307 / 516 (truth == 1) & (prediction >= threshold) + + FP = 34 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,539 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.59 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus400_hl2_time1524281388 + +$$$ hidden_units = 5 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.06 error progress = 4.67381% +completion: 8% (epoch=40)(element=6266) loss = 0.075 error progress = 4.76843% +completion: 12% (epoch=60)(element=6266) loss = 0.075 error progress = 4.81644% +completion: 16% (epoch=80)(element=6266) loss = 0.075 error progress = 4.84044% +completion: 20% (epoch=100)(element=6266) loss = 0.075 error progress = 4.85484% +completion: 24% (epoch=120)(element=6266) loss = 0.075 error progress = 4.86444% +completion: 28% (epoch=140)(element=6266) loss = 0.075 error progress = 4.8713% +completion: 32% (epoch=160)(element=6266) loss = 0.075 error progress = 4.87645% +completion: 36% (epoch=180)(element=6266) loss = 0.075 error progress = 4.88045% +completion: 40% (epoch=200)(element=6266) loss = 0.075 error progress = 4.88365% +completion: 44% (epoch=220)(element=6266) loss = 0.075 error progress = 4.88627% +completion: 48% (epoch=240)(element=6266) loss = 0.075 error progress = 4.88845% +completion: 52% (epoch=260)(element=6266) loss = 0.075 error progress = 4.8903% +completion: 56% (epoch=280)(element=6266) loss = 0.075 error progress = 4.89188% +completion: 60% (epoch=300)(element=6266) loss = 0.075 error progress = 4.89325% +completion: 64% (epoch=320)(element=6266) loss = 0.075 error progress = 4.89445% +completion: 68% (epoch=340)(element=6266) loss = 0.075 error progress = 4.89551% +completion: 72% (epoch=360)(element=6266) loss = 0.075 error progress = 4.89645% +completion: 76% (epoch=380)(element=6266) loss = 0.075 error progress = 4.89729% +completion: 80% (epoch=400)(element=6266) loss = 0.075 error progress = 4.89805% +completion: 84% (epoch=420)(element=6266) loss = 0.075 error progress = 4.89874% +completion: 88% (epoch=440)(element=6266) loss = 0.075 error progress = 4.89936% +completion: 92% (epoch=460)(element=6266) loss = 0.075 error progress = 4.89993% +completion: 96% (epoch=480)(element=6266) loss = 0.075 error progress = 4.90045% +completion: 100% (epoch=500)(element=6266) loss = 0.075 error progress = 4.90093% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 75.3% +ATTENTION: all the predictions are FALSE +#FPplusFN=2089 +minError=516 minErrorIndex=1 globalThreshold =-0.45934244860646 +metrics area_roc = 50% +(beta) metrics area_precision_recall = 12.35% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 516 / 516 (truth == 1) & (prediction < threshold) + TP = 0 / 516 (truth == 1) & (prediction >= threshold) + + FP = 0 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,573 / 1,573 (truth == 0) & (prediction < threshold) + +Matthews correlation coefficient = NOT computable +accuracy = 0.75 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 1 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl3_time1524281989 + +$$$ hidden_units = 10 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.077 error progress = 4.44669% +completion: 8% (epoch=40)(element=6266) loss = 0.163 error progress = 4.35586% +completion: 12% (epoch=60)(element=6266) loss = 0.052 error progress = 4.31171% +completion: 16% (epoch=80)(element=6266) loss = 0.018 error progress = 4.28936% +completion: 20% (epoch=100)(element=6266) loss = 0.155 error progress = 4.27059% +completion: 24% (epoch=120)(element=6266) loss = 0.031 error progress = 4.25903% +completion: 28% (epoch=140)(element=6266) loss = 0.09 error progress = 4.24887% +completion: 32% (epoch=160)(element=6266) loss = 0.003 error progress = 4.24064% +completion: 36% (epoch=180)(element=6266) loss = 0.035 error progress = 4.23485% +completion: 40% (epoch=200)(element=6266) loss = 0.065 error progress = 4.22949% +completion: 44% (epoch=220)(element=6266) loss = 0.179 error progress = 4.22521% +completion: 48% (epoch=240)(element=6266) loss = 0.079 error progress = 4.2212% +completion: 52% (epoch=260)(element=6266) loss = 0.025 error progress = 4.218% +completion: 56% (epoch=280)(element=6266) loss = 0.08 error progress = 4.21516% +completion: 60% (epoch=300)(element=6266) loss = 0.164 error progress = 4.21264% +completion: 64% (epoch=320)(element=6266) loss = 0.158 error progress = 4.20979% +completion: 68% (epoch=340)(element=6266) loss = 0.073 error progress = 4.20822% +completion: 72% (epoch=360)(element=6266) loss = 0.005 error progress = 4.20698% +completion: 76% (epoch=380)(element=6266) loss = 0.128 error progress = 4.20567% +completion: 80% (epoch=400)(element=6266) loss = 0.048 error progress = 4.20389% +completion: 84% (epoch=420)(element=6266) loss = 0.049 error progress = 4.20275% +completion: 88% (epoch=440)(element=6266) loss = 0.028 error progress = 4.20159% +completion: 92% (epoch=460)(element=6266) loss = 0 error progress = 4.20021% +completion: 96% (epoch=480)(element=6266) loss = 0.054 error progress = 4.1991% +completion: 100% (epoch=500)(element=6266) loss = 0.128 error progress = 4.19826% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 75.3% +ATTENTION: all the predictions are FALSE +#FPplusFN=2089 +minError=516 minErrorIndex=1 globalThreshold =-2.6040024013084 +metrics area_roc = 78.06% +(beta) metrics area_precision_recall = 34.16% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 516 / 516 (truth == 1) & (prediction < threshold) + TP = 0 / 516 (truth == 1) & (prediction >= threshold) + + FP = 0 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,573 / 1,573 (truth == 0) & (prediction < threshold) + +Matthews correlation coefficient = NOT computable +accuracy = 0.75 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 1 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl3_time1524282588 + +$$$ hidden_units = 25 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.049 error progress = 3.51953% +completion: 8% (epoch=40)(element=6266) loss = 0.022 error progress = 3.41292% +completion: 12% (epoch=60)(element=6266) loss = 0.056 error progress = 3.36783% +completion: 16% (epoch=80)(element=6266) loss = 0.045 error progress = 3.35211% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 3.35079% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 3.34195% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 3.34043% +completion: 32% (epoch=160)(element=6266) loss = 0.101 error progress = 3.33716% +completion: 36% (epoch=180)(element=6266) loss = 0.016 error progress = 3.34776% +completion: 40% (epoch=200)(element=6266) loss = 0 error progress = 3.36512% +completion: 44% (epoch=220)(element=6266) loss = 0.013 error progress = 3.37724% +completion: 48% (epoch=240)(element=6266) loss = 0.002 error progress = 3.38631% +completion: 52% (epoch=260)(element=6266) loss = 0.002 error progress = 3.39244% +completion: 56% (epoch=280)(element=6266) loss = 0.295 error progress = 3.39753% +completion: 60% (epoch=300)(element=6266) loss = 0.136 error progress = 3.4026% +completion: 64% (epoch=320)(element=6266) loss = 0.138 error progress = 3.40624% +completion: 68% (epoch=340)(element=6266) loss = 0.003 error progress = 3.40871% +completion: 72% (epoch=360)(element=6266) loss = 0.139 error progress = 3.41148% +completion: 76% (epoch=380)(element=6266) loss = 0.104 error progress = 3.41329% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 3.41558% +completion: 84% (epoch=420)(element=6266) loss = 0.056 error progress = 3.41629% +completion: 88% (epoch=440)(element=6266) loss = 0.048 error progress = 3.41685% +completion: 92% (epoch=460)(element=6266) loss = 0.008 error progress = 3.41771% +completion: 96% (epoch=480)(element=6266) loss = 0.051 error progress = 3.41772% +completion: 100% (epoch=500)(element=6266) loss = 0.039 error progress = 3.41897% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 75.3% +ATTENTION: all the predictions are FALSE +#FPplusFN=2089 +minError=340 minErrorIndex=1 globalThreshold =-1.574200948136 +metrics area_roc = 84.52% +(beta) metrics area_precision_recall = 46.71% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 516 / 516 (truth == 1) & (prediction < threshold) + TP = 0 / 516 (truth == 1) & (prediction >= threshold) + + FP = 0 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,573 / 1,573 (truth == 0) & (prediction < threshold) + +Matthews correlation coefficient = NOT computable +accuracy = 0.75 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 1 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus25_hl3_time1524283216 + +$$$ hidden_units = 50 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.062 error progress = 3.1428% +completion: 8% (epoch=40)(element=6266) loss = 0.022 error progress = 2.96735% +completion: 12% (epoch=60)(element=6266) loss = 0.003 error progress = 2.84998% +completion: 16% (epoch=80)(element=6266) loss = 0.01 error progress = 2.77281% +completion: 20% (epoch=100)(element=6266) loss = 0.005 error progress = 2.71565% +completion: 24% (epoch=120)(element=6266) loss = 0.002 error progress = 2.66743% +completion: 28% (epoch=140)(element=6266) loss = 0.005 error progress = 2.62443% +completion: 32% (epoch=160)(element=6266) loss = 0.002 error progress = 2.58938% +completion: 36% (epoch=180)(element=6266) loss = 0.006 error progress = 2.55963% +completion: 40% (epoch=200)(element=6266) loss = 0.006 error progress = 2.53493% +completion: 44% (epoch=220)(element=6266) loss = 0.003 error progress = 2.5147% +completion: 48% (epoch=240)(element=6266) loss = 0.005 error progress = 2.49353% +completion: 52% (epoch=260)(element=6266) loss = 0.004 error progress = 2.47479% +completion: 56% (epoch=280)(element=6266) loss = 0.007 error progress = 2.45848% +completion: 60% (epoch=300)(element=6266) loss = 0.004 error progress = 2.44302% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 2.42716% +completion: 68% (epoch=340)(element=6266) loss = 0.005 error progress = 2.41278% +completion: 72% (epoch=360)(element=6266) loss = 0.005 error progress = 2.40147% +completion: 76% (epoch=380)(element=6266) loss = 0.003 error progress = 2.39065% +completion: 80% (epoch=400)(element=6266) loss = 0.004 error progress = 2.38122% +completion: 84% (epoch=420)(element=6266) loss = 0.004 error progress = 2.37474% +completion: 88% (epoch=440)(element=6266) loss = 0.004 error progress = 2.3683% +completion: 92% (epoch=460)(element=6266) loss = 0.007 error progress = 2.36192% +completion: 96% (epoch=480)(element=6266) loss = 0.005 error progress = 2.35518% +completion: 100% (epoch=500)(element=6266) loss = 0.004 error progress = 2.34993% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 83.1% +#FPplusFN=2089 +minError=234 minErrorIndex=1 globalThreshold =-0.90066788258754 +metrics area_roc = 87.35% +(beta) metrics area_precision_recall = 37.74% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 314 / 516 (truth == 1) & (prediction < threshold) + TP = 202 / 516 (truth == 1) & (prediction >= threshold) + + FP = 39 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,534 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.5 :::: + +accuracy = 0.83 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.39 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.53 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl3_time1524283916 + +$$$ hidden_units = 75 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.007 error progress = 2.99998% +completion: 8% (epoch=40)(element=6266) loss = 0.014 error progress = 2.82326% +completion: 12% (epoch=60)(element=6266) loss = 0.01 error progress = 2.71617% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.64054% +completion: 20% (epoch=100)(element=6266) loss = 0.006 error progress = 2.57944% +completion: 24% (epoch=120)(element=6266) loss = 0.018 error progress = 2.52453% +completion: 28% (epoch=140)(element=6266) loss = 0.004 error progress = 2.47409% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 2.43% +completion: 36% (epoch=180)(element=6266) loss = 0.003 error progress = 2.39214% +completion: 40% (epoch=200)(element=6266) loss = 0.005 error progress = 2.36057% +completion: 44% (epoch=220)(element=6266) loss = 0.003 error progress = 2.33314% +completion: 48% (epoch=240)(element=6266) loss = 0.002 error progress = 2.30788% +completion: 52% (epoch=260)(element=6266) loss = 0.002 error progress = 2.28403% +completion: 56% (epoch=280)(element=6266) loss = 0.002 error progress = 2.26392% +completion: 60% (epoch=300)(element=6266) loss = 0.003 error progress = 2.24437% +completion: 64% (epoch=320)(element=6266) loss = 0.004 error progress = 2.2265% +completion: 68% (epoch=340)(element=6266) loss = 0.002 error progress = 2.20896% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 2.195% +completion: 76% (epoch=380)(element=6266) loss = 0.002 error progress = 2.1813% +completion: 80% (epoch=400)(element=6266) loss = 0.003 error progress = 2.1684% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 2.15607% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 2.14557% +completion: 92% (epoch=460)(element=6266) loss = 0.1 error progress = 2.13561% +completion: 96% (epoch=480)(element=6266) loss = 0.003 error progress = 2.12657% +completion: 100% (epoch=500)(element=6266) loss = 0.002 error progress = 2.11752% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.12% +#FPplusFN=2089 +minError=234 minErrorIndex=1 globalThreshold =-1.0177283168913 +metrics area_roc = 90.41% +(beta) metrics area_precision_recall = 70.84% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 255 / 516 (truth == 1) & (prediction < threshold) + TP = 261 / 516 (truth == 1) & (prediction >= threshold) + + FP = 35 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,538 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.6 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.51 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.64 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl3_time1524284708 + +$$$ hidden_units = 100 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.71912% +completion: 8% (epoch=40)(element=6266) loss = 0.004 error progress = 2.52731% +completion: 12% (epoch=60)(element=6266) loss = 0.003 error progress = 2.4247% +completion: 16% (epoch=80)(element=6266) loss = 0.002 error progress = 2.3533% +completion: 20% (epoch=100)(element=6266) loss = 0.002 error progress = 2.30321% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.26375% +completion: 28% (epoch=140)(element=6266) loss = 0.002 error progress = 2.23054% +completion: 32% (epoch=160)(element=6266) loss = 0.002 error progress = 2.201% +completion: 36% (epoch=180)(element=6266) loss = 0.003 error progress = 2.17837% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 2.15651% +completion: 44% (epoch=220)(element=6266) loss = 0.002 error progress = 2.13961% +completion: 48% (epoch=240)(element=6266) loss = 0.003 error progress = 2.1231% +completion: 52% (epoch=260)(element=6266) loss = 0.002 error progress = 2.10762% +completion: 56% (epoch=280)(element=6266) loss = 0.002 error progress = 2.09353% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 2.08085% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 2.06922% +completion: 68% (epoch=340)(element=6266) loss = 0.002 error progress = 2.05834% +completion: 72% (epoch=360)(element=6266) loss = 0.002 error progress = 2.04945% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 2.04029% +completion: 80% (epoch=400)(element=6266) loss = 0.003 error progress = 2.03129% +completion: 84% (epoch=420)(element=6266) loss = 0.003 error progress = 2.02297% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 2.01608% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 2.0084% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 2.00097% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.99508% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.45% +#FPplusFN=2089 +minError=229 minErrorIndex=1 globalThreshold =-0.93971561458704 +metrics area_roc = 90.29% +(beta) metrics area_precision_recall = 71.65% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 266 / 516 (truth == 1) & (prediction < threshold) + TP = 250 / 516 (truth == 1) & (prediction >= threshold) + + FP = 17 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,556 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.61 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.48 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.99 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.64 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus100_hl3_time1524285615 + +$$$ hidden_units = 125 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.002 error progress = 2.65593% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.45666% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.35567% +completion: 16% (epoch=80)(element=6266) loss = 0.003 error progress = 2.29074% +completion: 20% (epoch=100)(element=6266) loss = 0.002 error progress = 2.23879% +completion: 24% (epoch=120)(element=6266) loss = 0.003 error progress = 2.20226% +completion: 28% (epoch=140)(element=6266) loss = 0.003 error progress = 2.17339% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 2.1476% +completion: 36% (epoch=180)(element=6266) loss = 0.002 error progress = 2.1273% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 2.10776% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 2.09169% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 2.07611% +completion: 52% (epoch=260)(element=6266) loss = 0.002 error progress = 2.06274% +completion: 56% (epoch=280)(element=6266) loss = 0.002 error progress = 2.04922% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 2.03635% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 2.02504% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 2.01323% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 2.00192% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.99144% +completion: 80% (epoch=400)(element=6266) loss = 0.002 error progress = 1.98105% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.97215% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.96416% +completion: 92% (epoch=460)(element=6266) loss = 0.002 error progress = 1.95524% +completion: 96% (epoch=480)(element=6266) loss = 0.003 error progress = 1.94726% +completion: 100% (epoch=500)(element=6266) loss = 0.002 error progress = 1.93902% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.85% +#FPplusFN=2089 +minError=212 minErrorIndex=1 globalThreshold =-0.96227313206771 +metrics area_roc = 91.23% +(beta) metrics area_precision_recall = 71.08% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 207 / 516 (truth == 1) & (prediction < threshold) + TP = 309 / 516 (truth == 1) & (prediction >= threshold) + + FP = 26 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,547 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.6 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus125_hl3_time1524286647 + +$$$ hidden_units = 150 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.011 error progress = 2.64227% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.44835% +completion: 12% (epoch=60)(element=6266) loss = 0.004 error progress = 2.35043% +completion: 16% (epoch=80)(element=6266) loss = 0.002 error progress = 2.28149% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.236% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.19285% +completion: 28% (epoch=140)(element=6266) loss = 0.002 error progress = 2.16048% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 2.13408% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 2.11241% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 2.09045% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 2.07203% +completion: 48% (epoch=240)(element=6266) loss = 0.002 error progress = 2.05925% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 2.04694% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 2.03435% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 2.02385% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 2.01213% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 2.00153% +completion: 72% (epoch=360)(element=6266) loss = 0.002 error progress = 1.99128% +completion: 76% (epoch=380)(element=6266) loss = 0.002 error progress = 1.97963% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.96956% +completion: 84% (epoch=420)(element=6266) loss = 0 error progress = 1.95954% +completion: 88% (epoch=440)(element=6266) loss = 0.002 error progress = 1.95059% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.942% +completion: 96% (epoch=480)(element=6266) loss = 0.002 error progress = 1.9332% +completion: 100% (epoch=500)(element=6266) loss = 0.002 error progress = 1.92448% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.98% +#FPplusFN=2089 +minError=213 minErrorIndex=1 globalThreshold =-0.93720778223476 +metrics area_roc = 91.44% +(beta) metrics area_precision_recall = 72.85% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 228 / 516 (truth == 1) & (prediction < threshold) + TP = 288 / 516 (truth == 1) & (prediction >= threshold) + + FP = 23 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,550 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.56 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.99 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus150_hl3_time1524287856 + +$$$ hidden_units = 175 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.001 error progress = 2.5551% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.37448% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.27861% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.20923% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.1555% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.11295% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 2.08223% +completion: 32% (epoch=160)(element=6266) loss = 0.002 error progress = 2.0582% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 2.036% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 2.01706% +completion: 44% (epoch=220)(element=6266) loss = 0.002 error progress = 1.99995% +completion: 48% (epoch=240)(element=6266) loss = 0.002 error progress = 1.983% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.97014% +completion: 56% (epoch=280)(element=6266) loss = 0.002 error progress = 1.95706% +completion: 60% (epoch=300)(element=6266) loss = 0 error progress = 1.9445% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.93209% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.92051% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.91078% +completion: 76% (epoch=380)(element=6266) loss = 0.002 error progress = 1.90107% +completion: 80% (epoch=400)(element=6266) loss = 0.003 error progress = 1.89196% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.88284% +completion: 88% (epoch=440)(element=6266) loss = 0.003 error progress = 1.8742% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.86611% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.85799% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.85025% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.51% +#FPplusFN=2089 +minError=223 minErrorIndex=1 globalThreshold =-0.94899696192825 +metrics area_roc = 91.16% +(beta) metrics area_precision_recall = 70.62% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 212 / 516 (truth == 1) & (prediction < threshold) + TP = 304 / 516 (truth == 1) & (prediction >= threshold) + + FP = 28 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,545 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.59 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus175_hl3_time1524289259 + +$$$ hidden_units = 200 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.001 error progress = 2.55865% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.35577% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.23921% +completion: 16% (epoch=80)(element=6266) loss = 0.005 error progress = 2.16298% +completion: 20% (epoch=100)(element=6266) loss = 0.002 error progress = 2.10802% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.0652% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 2.02962% +completion: 32% (epoch=160)(element=6266) loss = 0.002 error progress = 2.00117% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.9784% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 1.95585% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.93493% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.91701% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.90071% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.88464% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 1.87027% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.85842% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.84627% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.83484% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.82415% +completion: 80% (epoch=400)(element=6266) loss = 0.002 error progress = 1.81365% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.80373% +completion: 88% (epoch=440)(element=6266) loss = 0.002 error progress = 1.79579% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.78771% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.78029% +completion: 100% (epoch=500)(element=6266) loss = 0.002 error progress = 1.77199% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.94% +#FPplusFN=2089 +minError=217 minErrorIndex=1 globalThreshold =-1.0922449099919 +metrics area_roc = 91.43% +(beta) metrics area_precision_recall = 70.72% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 186 / 516 (truth == 1) & (prediction < threshold) + TP = 330 / 516 (truth == 1) & (prediction >= threshold) + + FP = 45 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,528 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.64 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.97 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus200_hl3_time1524290861 + +$$$ hidden_units = 225 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.001 error progress = 2.4919% +completion: 8% (epoch=40)(element=6266) loss = 0.001 error progress = 2.3187% +completion: 12% (epoch=60)(element=6266) loss = 0.002 error progress = 2.22185% +completion: 16% (epoch=80)(element=6266) loss = 0 error progress = 2.15491% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.10303% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.0597% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 2.02506% +completion: 32% (epoch=160)(element=6266) loss = 0 error progress = 1.99628% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.97039% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 1.94944% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.93102% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.91379% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.89812% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.8836% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.86951% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 1.857% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.84565% +completion: 72% (epoch=360)(element=6266) loss = 0.002 error progress = 1.8343% +completion: 76% (epoch=380)(element=6266) loss = 0.002 error progress = 1.82444% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.81509% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.80531% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.79721% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.78822% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.78023% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.77214% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.75% +#FPplusFN=2089 +minError=205 minErrorIndex=1 globalThreshold =-0.949511799919 +metrics area_roc = 91.36% +(beta) metrics area_precision_recall = 73.17% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 206 / 516 (truth == 1) & (prediction < threshold) + TP = 310 / 516 (truth == 1) & (prediction >= threshold) + + FP = 29 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,544 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.6 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl3_time1524292705 + +$$$ hidden_units = 250 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0 error progress = 2.49793% +completion: 8% (epoch=40)(element=6266) loss = 0.029 error progress = 2.31532% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.21411% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.14321% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.08981% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.04725% +completion: 28% (epoch=140)(element=6266) loss = 0.002 error progress = 2.01219% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.98359% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.95648% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.93279% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.9137% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.89809% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.88352% +completion: 56% (epoch=280)(element=6266) loss = 0.002 error progress = 1.86881% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 1.85399% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.84158% +completion: 68% (epoch=340)(element=6266) loss = 0.003 error progress = 1.82964% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.8182% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.80675% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.79595% +completion: 84% (epoch=420)(element=6266) loss = 0.002 error progress = 1.78547% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.77662% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.76791% +completion: 96% (epoch=480)(element=6266) loss = 0.002 error progress = 1.75921% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.75017% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.8% +#FPplusFN=2089 +minError=211 minErrorIndex=1 globalThreshold =-1.0273489124369 +metrics area_roc = 91.42% +(beta) metrics area_precision_recall = 70.68% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 198 / 516 (truth == 1) & (prediction < threshold) + TP = 318 / 516 (truth == 1) & (prediction >= threshold) + + FP = 36 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,537 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.62 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus250_hl3_time1524294804 + +$$$ hidden_units = 275 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.006 error progress = 2.46891% +completion: 8% (epoch=40)(element=6266) loss = 0.002 error progress = 2.28445% +completion: 12% (epoch=60)(element=6266) loss = 0.002 error progress = 2.18395% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.11667% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.07124% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.03032% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 1.99956% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.97195% +completion: 36% (epoch=180)(element=6266) loss = 0 error progress = 1.94703% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 1.92442% +completion: 44% (epoch=220)(element=6266) loss = 0.002 error progress = 1.90393% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.88566% +completion: 52% (epoch=260)(element=6266) loss = 0 error progress = 1.86807% +completion: 56% (epoch=280)(element=6266) loss = 0.002 error progress = 1.85284% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 1.8385% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.82674% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.81377% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.801% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.79079% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.78116% +completion: 84% (epoch=420)(element=6266) loss = 0.002 error progress = 1.77188% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.76259% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.75409% +completion: 96% (epoch=480)(element=6266) loss = 0.002 error progress = 1.74541% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.7372% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.52% +#FPplusFN=2089 +minError=204 minErrorIndex=1 globalThreshold =-1.0860379262159 +metrics area_roc = 91.57% +(beta) metrics area_precision_recall = 53.54% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 186 / 516 (truth == 1) & (prediction < threshold) + TP = 330 / 516 (truth == 1) & (prediction >= threshold) + + FP = 33 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,540 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.7 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.64 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus275_hl3_time1524297247 + +$$$ hidden_units = 300 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.002 error progress = 2.45488% +completion: 8% (epoch=40)(element=6266) loss = 0.002 error progress = 2.27077% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.17572% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.1118% +completion: 20% (epoch=100)(element=6266) loss = 0 error progress = 2.06294% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 2.02392% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 1.99214% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.96455% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.94109% +completion: 40% (epoch=200)(element=6266) loss = 0.002 error progress = 1.92303% +completion: 44% (epoch=220)(element=6266) loss = 0.002 error progress = 1.90396% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.8885% +completion: 52% (epoch=260)(element=6266) loss = 0.002 error progress = 1.87185% +completion: 56% (epoch=280)(element=6266) loss = 0.002 error progress = 1.85657% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.84288% +completion: 64% (epoch=320)(element=6266) loss = 0.001 error progress = 1.83048% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.81826% +completion: 72% (epoch=360)(element=6266) loss = 0.002 error progress = 1.80761% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.79718% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.78765% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.77877% +completion: 88% (epoch=440)(element=6266) loss = 0.002 error progress = 1.77061% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.76255% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.75424% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.74629% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.27% +#FPplusFN=2089 +minError=213 minErrorIndex=1 globalThreshold =-1.0231373422032 +metrics area_roc = 91.13% +(beta) metrics area_precision_recall = 71.64% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 211 / 516 (truth == 1) & (prediction < threshold) + TP = 305 / 516 (truth == 1) & (prediction >= threshold) + + FP = 34 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,539 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.59 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl3_time1524299926 + +$$$ hidden_units = 350 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.006 error progress = 2.45442% +completion: 8% (epoch=40)(element=6266) loss = 0.002 error progress = 2.26902% +completion: 12% (epoch=60)(element=6266) loss = 0.003 error progress = 2.16788% +completion: 16% (epoch=80)(element=6266) loss = 0 error progress = 2.0956% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.04385% +completion: 24% (epoch=120)(element=6266) loss = 0.002 error progress = 2.00007% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 1.9655% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.93574% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.90933% +completion: 40% (epoch=200)(element=6266) loss = 0.001 error progress = 1.88562% +completion: 44% (epoch=220)(element=6266) loss = 0.002 error progress = 1.86407% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.84645% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.82942% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.81381% +completion: 60% (epoch=300)(element=6266) loss = 0.001 error progress = 1.79933% +completion: 64% (epoch=320)(element=6266) loss = 0.002 error progress = 1.78654% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.77531% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.76394% +completion: 76% (epoch=380)(element=6266) loss = 0.001 error progress = 1.75345% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.74276% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.73203% +completion: 88% (epoch=440)(element=6266) loss = 0 error progress = 1.72152% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.71271% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.70416% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.6951% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.89% +#FPplusFN=2089 +minError=217 minErrorIndex=1 globalThreshold =-1.1315349261883 +metrics area_roc = 91.73% +(beta) metrics area_precision_recall = 53.59% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 198 / 516 (truth == 1) & (prediction < threshold) + TP = 318 / 516 (truth == 1) & (prediction >= threshold) + + FP = 34 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,539 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.62 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl3_time1524303274 + +$$$ hidden_units = 400 hidden_layers = 3 $$$ +XAVIER_INITIALIZATION = true +completion: 4% (epoch=20)(element=6266) loss = 0.002 error progress = 2.41317% +completion: 8% (epoch=40)(element=6266) loss = 0 error progress = 2.24299% +completion: 12% (epoch=60)(element=6266) loss = 0.001 error progress = 2.14574% +completion: 16% (epoch=80)(element=6266) loss = 0.001 error progress = 2.07845% +completion: 20% (epoch=100)(element=6266) loss = 0.001 error progress = 2.0286% +completion: 24% (epoch=120)(element=6266) loss = 0.001 error progress = 1.98792% +completion: 28% (epoch=140)(element=6266) loss = 0.001 error progress = 1.95564% +completion: 32% (epoch=160)(element=6266) loss = 0.001 error progress = 1.9292% +completion: 36% (epoch=180)(element=6266) loss = 0.001 error progress = 1.90351% +completion: 40% (epoch=200)(element=6266) loss = 0 error progress = 1.87961% +completion: 44% (epoch=220)(element=6266) loss = 0.001 error progress = 1.85817% +completion: 48% (epoch=240)(element=6266) loss = 0.001 error progress = 1.84029% +completion: 52% (epoch=260)(element=6266) loss = 0.001 error progress = 1.82423% +completion: 56% (epoch=280)(element=6266) loss = 0.001 error progress = 1.80789% +completion: 60% (epoch=300)(element=6266) loss = 0.002 error progress = 1.79285% +completion: 64% (epoch=320)(element=6266) loss = 0 error progress = 1.77802% +completion: 68% (epoch=340)(element=6266) loss = 0.001 error progress = 1.76454% +completion: 72% (epoch=360)(element=6266) loss = 0.001 error progress = 1.7523% +completion: 76% (epoch=380)(element=6266) loss = 0 error progress = 1.74042% +completion: 80% (epoch=400)(element=6266) loss = 0.001 error progress = 1.72928% +completion: 84% (epoch=420)(element=6266) loss = 0.001 error progress = 1.71915% +completion: 88% (epoch=440)(element=6266) loss = 0.001 error progress = 1.70893% +completion: 92% (epoch=460)(element=6266) loss = 0.001 error progress = 1.69999% +completion: 96% (epoch=480)(element=6266) loss = 0.001 error progress = 1.69147% +completion: 100% (epoch=500)(element=6266) loss = 0.001 error progress = 1.68215% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.75% +#FPplusFN=2089 +minError=212 minErrorIndex=1 globalThreshold =-1.1234845801193 +metrics area_roc = 91.15% +(beta) metrics area_precision_recall = 72.06% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 201 / 516 (truth == 1) & (prediction < threshold) + TP = 315 / 516 (truth == 1) & (prediction >= threshold) + + FP = 34 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,539 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.61 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus400_hl3_time1524307476 + +@ @ [1] AUPR = 41.53% MCC = 0.2 F1_score = 0.11 AUROC = 73.65% hidden units = 5 hidden layers = 1 @ @ +@ @ [2] AUPR = 64.62% MCC = 0.49 F1_score = 0.52 AUROC = 88.81% hidden units = 10 hidden layers = 1 @ @ +@ @ [3] AUPR = 68.62% MCC = 0.56 F1_score = 0.59 AUROC = 90.15% hidden units = 25 hidden layers = 1 @ @ +@ @ [4] AUPR = 68.95% MCC = 0.56 F1_score = 0.57 AUROC = 90.01% hidden units = 50 hidden layers = 1 @ @ +@ @ [5] AUPR = 67.68% MCC = 0.59 F1_score = 0.64 AUROC = 91.24% hidden units = 75 hidden layers = 1 @ @ +@ @ [6] AUPR = 72.7% MCC = 0.64 F1_score = 0.67 AUROC = 91.97% hidden units = 100 hidden layers = 1 @ @ +@ @ [7] AUPR = 71.72% MCC = 0.66 F1_score = 0.69 AUROC = 90.85% hidden units = 125 hidden layers = 1 @ @ +@ @ [8] AUPR = 70.38% MCC = 0.65 F1_score = 0.7 AUROC = 91.8% hidden units = 150 hidden layers = 1 @ @ +@ @ [9] AUPR = 67.84% MCC = 0.65 F1_score = 0.7 AUROC = 90.64% hidden units = 175 hidden layers = 1 @ @ +@ @ [10] AUPR = 69.92% MCC = 0.6 F1_score = 0.64 AUROC = 90.39% hidden units = 200 hidden layers = 1 @ @ +@ @ [11] AUPR = 70.39% MCC = 0.64 F1_score = 0.69 AUROC = 91.29% hidden units = 225 hidden layers = 1 @ @ +@ @ [12] AUPR = 70.96% MCC = 0.65 F1_score = 0.7 AUROC = 90.94% hidden units = 250 hidden layers = 1 @ @ +@ @ [13] AUPR = 69.41% MCC = 0.65 F1_score = 0.69 AUROC = 91.04% hidden units = 275 hidden layers = 1 @ @ +@ @ [14] AUPR = 68.8% MCC = 0.66 F1_score = 0.71 AUROC = 91.89% hidden units = 300 hidden layers = 1 @ @ +@ @ [15] AUPR = 68.98% MCC = 0.64 F1_score = 0.68 AUROC = 90.57% hidden units = 350 hidden layers = 1 @ @ +@ @ [16] AUPR = 71.18% MCC = 0.68 F1_score = 0.72 AUROC = 93.1% hidden units = 400 hidden layers = 1 @ @ +@ @ [17] AUPR = 18.14% MCC = -2 F1_score = 0 AUROC = 62.07% hidden units = 5 hidden layers = 2 @ @ +@ @ [18] AUPR = 49.37% MCC = 0.24 F1_score = 0.17 AUROC = 82.32% hidden units = 10 hidden layers = 2 @ @ +@ @ [19] AUPR = 65.89% MCC = 0.41 F1_score = 0.37 AUROC = 89.13% hidden units = 25 hidden layers = 2 @ @ +@ @ [20] AUPR = 66.59% MCC = 0.56 F1_score = 0.6 AUROC = 89.91% hidden units = 50 hidden layers = 2 @ @ +@ @ [21] AUPR = 70.54% MCC = 0.63 F1_score = 0.68 AUROC = 91.09% hidden units = 75 hidden layers = 2 @ @ +@ @ [22] AUPR = 69.15% MCC = 0.62 F1_score = 0.67 AUROC = 90.73% hidden units = 100 hidden layers = 2 @ @ +@ @ [23] AUPR = 71.49% MCC = 0.65 F1_score = 0.69 AUROC = 91.7% hidden units = 125 hidden layers = 2 @ @ +@ @ [24] AUPR = 44.29% MCC = 0.64 F1_score = 0.7 AUROC = 91.47% hidden units = 150 hidden layers = 2 @ @ +@ @ [25] AUPR = 70.2% MCC = 0.68 F1_score = 0.72 AUROC = 91.53% hidden units = 175 hidden layers = 2 @ @ +@ @ [26] AUPR = 71.07% MCC = 0.67 F1_score = 0.72 AUROC = 91.46% hidden units = 200 hidden layers = 2 @ @ +@ @ [27] AUPR = 71.95% MCC = 0.69 F1_score = 0.73 AUROC = 91.94% hidden units = 225 hidden layers = 2 @ @ +@ @ [28] AUPR = 71.57% MCC = 0.68 F1_score = 0.73 AUROC = 91.59% hidden units = 250 hidden layers = 2 @ @ +@ @ [29] AUPR = 70.03% MCC = 0.67 F1_score = 0.71 AUROC = 91.76% hidden units = 275 hidden layers = 2 @ @ +@ @ [30] AUPR = 71.58% MCC = 0.68 F1_score = 0.73 AUROC = 91.9% hidden units = 300 hidden layers = 2 @ @ +@ @ [31] AUPR = 72.82% MCC = 0.68 F1_score = 0.72 AUROC = 91.86% hidden units = 350 hidden layers = 2 @ @ +@ @ [32] AUPR = 56.87% MCC = 0.67 F1_score = 0.72 AUROC = 91.8% hidden units = 400 hidden layers = 2 @ @ +@ @ [33] AUPR = 12.35% MCC = -2 F1_score = 0 AUROC = 50% hidden units = 5 hidden layers = 3 @ @ +@ @ [34] AUPR = 34.16% MCC = -2 F1_score = 0 AUROC = 78.06% hidden units = 10 hidden layers = 3 @ @ +@ @ [35] AUPR = 46.71% MCC = -2 F1_score = 0 AUROC = 84.52% hidden units = 25 hidden layers = 3 @ @ +@ @ [36] AUPR = 37.74% MCC = 0.5 F1_score = 0.53 AUROC = 87.35% hidden units = 50 hidden layers = 3 @ @ +@ @ [37] AUPR = 70.84% MCC = 0.6 F1_score = 0.64 AUROC = 90.41% hidden units = 75 hidden layers = 3 @ @ +@ @ [38] AUPR = 71.65% MCC = 0.61 F1_score = 0.64 AUROC = 90.29% hidden units = 100 hidden layers = 3 @ @ +@ @ [39] AUPR = 71.08% MCC = 0.68 F1_score = 0.73 AUROC = 91.23% hidden units = 125 hidden layers = 3 @ @ +@ @ [40] AUPR = 72.85% MCC = 0.66 F1_score = 0.7 AUROC = 91.44% hidden units = 150 hidden layers = 3 @ @ +@ @ [41] AUPR = 70.62% MCC = 0.67 F1_score = 0.72 AUROC = 91.16% hidden units = 175 hidden layers = 3 @ @ +@ @ [42] AUPR = 70.72% MCC = 0.69 F1_score = 0.74 AUROC = 91.43% hidden units = 200 hidden layers = 3 @ @ +@ @ [43] AUPR = 73.17% MCC = 0.68 F1_score = 0.73 AUROC = 91.36% hidden units = 225 hidden layers = 3 @ @ +@ @ [44] AUPR = 70.68% MCC = 0.68 F1_score = 0.73 AUROC = 91.42% hidden units = 250 hidden layers = 3 @ @ +@ @ [45] AUPR = 53.54% MCC = 0.7 F1_score = 0.75 AUROC = 91.57% hidden units = 275 hidden layers = 3 @ @ +@ @ [46] AUPR = 71.64% MCC = 0.67 F1_score = 0.71 AUROC = 91.13% hidden units = 300 hidden layers = 3 @ @ +@ @ [47] AUPR = 53.59% MCC = 0.69 F1_score = 0.73 AUROC = 91.73% hidden units = 350 hidden layers = 3 @ @ +@ @ [48] AUPR = 72.06% MCC = 0.68 F1_score = 0.73 AUROC = 91.15% hidden units = 400 hidden layers = 3 @ @ + +modelFileVect[45] +modelFileToLoad =./models/model_hus275_hl3_time1524297247 + + +### executeTest(loadedModel, test_patient_profile) + +Correct predictions = 89.99% +#FPplusFN=2088 +minError=189 minErrorIndex=1 globalThreshold =-0.97454413050804 +metrics area_roc = 94.94% +(beta) metrics area_precision_recall = 76.89% + +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds +duration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds +TOTAL: + FN = 181 / 535 (truth == 1) & (prediction < threshold) + TP = 354 / 535 (truth == 1) & (prediction >= threshold) + + FP = 28 / 1,553 (truth == 0) & (prediction >= threshold) + TN = 1,525 / 1,553 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.73 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = 0, best = 1] +recall = 0.66 = tp / (tp + fn) [worst = 0, best = 1] +specificity = 0.98 = tn / (tn + fp) [worst = 0, best = 1] +f1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +':':':':' lastMCC = 0.73 lastF1score = 0.77 ':':':':' +command: rm ./models/model_hus5_hl1_time1524250075 +command: rm ./models/model_hus10_hl1_time1524250442 +command: rm ./models/model_hus25_hl1_time1524250828 +command: rm ./models/model_hus50_hl1_time1524251245 +command: rm ./models/model_hus75_hl1_time1524251696 +command: rm ./models/model_hus100_hl1_time1524252209 +command: rm ./models/model_hus125_hl1_time1524252784 +command: rm ./models/model_hus150_hl1_time1524253418 +command: rm ./models/model_hus175_hl1_time1524254125 +command: rm ./models/model_hus200_hl1_time1524254889 +command: rm ./models/model_hus225_hl1_time1524255759 +command: rm ./models/model_hus250_hl1_time1524256726 +command: rm ./models/model_hus275_hl1_time1524257786 +command: rm ./models/model_hus300_hl1_time1524258968 +command: rm ./models/model_hus350_hl1_time1524260384 +command: rm ./models/model_hus400_hl1_time1524262092 +command: rm ./models/model_hus5_hl2_time1524262568 +command: rm ./models/model_hus10_hl2_time1524263057 +command: rm ./models/model_hus25_hl2_time1524263562 +command: rm ./models/model_hus50_hl2_time1524264124 +command: rm ./models/model_hus75_hl2_time1524264749 +command: rm ./models/model_hus100_hl2_time1524265451 +command: rm ./models/model_hus125_hl2_time1524266268 +command: rm ./models/model_hus150_hl2_time1524267188 +command: rm ./models/model_hus175_hl2_time1524268238 +command: rm ./models/model_hus200_hl2_time1524269434 +command: rm ./models/model_hus225_hl2_time1524270795 +command: rm ./models/model_hus250_hl2_time1524272329 +command: rm ./models/model_hus275_hl2_time1524274054 +command: rm ./models/model_hus300_hl2_time1524276010 +command: rm ./models/model_hus350_hl2_time1524278449 +command: rm ./models/model_hus400_hl2_time1524281388 +command: rm ./models/model_hus5_hl3_time1524281989 +command: rm ./models/model_hus10_hl3_time1524282588 +command: rm ./models/model_hus25_hl3_time1524283216 +command: rm ./models/model_hus50_hl3_time1524283916 +command: rm ./models/model_hus75_hl3_time1524284708 +command: rm ./models/model_hus100_hl3_time1524285615 +command: rm ./models/model_hus125_hl3_time1524286647 +command: rm ./models/model_hus150_hl3_time1524287856 +command: rm ./models/model_hus175_hl3_time1524289259 +command: rm ./models/model_hus200_hl3_time1524290861 +command: rm ./models/model_hus225_hl3_time1524292705 +command: rm ./models/model_hus250_hl3_time1524294804 +command: rm ./models/model_hus275_hl3_time1524297247 +command: rm ./models/model_hus300_hl3_time1524299926 +command: rm ./models/model_hus350_hl3_time1524303274 +command: rm ./models/model_hus400_hl3_time1524307476 + +duration complete execution: 57,766 seconds +duration complete execution: 00 days, 16 hours, 02 minutes, 46 seconds