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--- a +++ b/results/2018-04-19_rand42548_dropoutOn @@ -0,0 +1,2647 @@ +Your job 652726 ("dropout") has been submitted + + + @ @ @ @ @ @ START @ @ @ @ @ @ @ +file: script_start.lua +author Davide Chicco <davide.chicco@gmail.com> +Thu Apr 19 11:54:43 2018 +Readin' ../data/LungCancerDataset_AllRecords_NORM.csv + +OPTIM_PACKAGE = true +XAVIER_INITIALIZATION = false +DROPOUT_FLAG = true +MOMENTUM_ALPHA = 0.5 +MOMENTUM = false +LEARN_RATE = 0.01 +ITERATIONS = 200 +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 + +$$$ hidden_units = 5 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.04 error progress = 3.78485% +completion: 8% (epoch=16)(element=6266) loss = 0.046 error progress = 3.70558% +completion: 12% (epoch=24)(element=6266) loss = 0.002 error progress = 3.66608% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 3.64787% +completion: 20% (epoch=40)(element=6266) loss = 0.004 error progress = 3.62997% +completion: 24% (epoch=48)(element=6266) loss = 0.022 error progress = 3.61526% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 3.60592% +completion: 32% (epoch=64)(element=6266) loss = 0.03 error progress = 3.5915% +completion: 36% (epoch=72)(element=6266) loss = 0.005 error progress = 3.58387% +completion: 40% (epoch=80)(element=6266) loss = 0.009 error progress = 3.57829% +completion: 44% (epoch=88)(element=6266) loss = 0.043 error progress = 3.57165% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 3.56714% +completion: 52% (epoch=104)(element=6266) loss = 0.038 error progress = 3.56308% +completion: 56% (epoch=112)(element=6266) loss = 0.035 error progress = 3.55825% +completion: 60% (epoch=120)(element=6266) loss = 0.011 error progress = 3.55501% +completion: 64% (epoch=128)(element=6266) loss = 0.053 error progress = 3.55024% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 3.54856% +completion: 72% (epoch=144)(element=6266) loss = 0.023 error progress = 3.54655% +completion: 76% (epoch=152)(element=6266) loss = 0.049 error progress = 3.54353% +completion: 80% (epoch=160)(element=6266) loss = 0.021 error progress = 3.54313% +completion: 84% (epoch=168)(element=6266) loss = 0.01 error progress = 3.54641% +completion: 88% (epoch=176)(element=6266) loss = 0.015 error progress = 3.5496% +completion: 92% (epoch=184)(element=6266) loss = 0.019 error progress = 3.55284% +completion: 96% (epoch=192)(element=6266) loss = 0.013 error progress = 3.55298% +completion: 100% (epoch=200)(element=6266) loss = 0.012 error progress = 3.55576% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 76.54% +#FPplusFN=2089 +minError=388 minErrorIndex=1 globalThreshold =-0.77710917615011 +metrics area_roc = 80.68% +(beta) metrics area_precision_recall = 45.75% + +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 = 462 / 516 (truth == 1) & (prediction < threshold) + TP = 54 / 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 = +0.19 :::: + +accuracy = 0.77 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.18 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl1_time1524153423 + +$$$ hidden_units = 10 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.059 error progress = 3.53184% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 3.32562% +completion: 12% (epoch=24)(element=6266) loss = 0.007 error progress = 3.23369% +completion: 16% (epoch=32)(element=6266) loss = 0.003 error progress = 3.18974% +completion: 20% (epoch=40)(element=6266) loss = 0.014 error progress = 3.16206% +completion: 24% (epoch=48)(element=6266) loss = 0.041 error progress = 3.13781% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 3.11706% +completion: 32% (epoch=64)(element=6266) loss = 0.02 error progress = 3.10179% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 3.08902% +completion: 40% (epoch=80)(element=6266) loss = 0.041 error progress = 3.07944% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 3.07045% +completion: 48% (epoch=96)(element=6266) loss = 0.005 error progress = 3.06524% +completion: 52% (epoch=104)(element=6266) loss = 0.011 error progress = 3.05983% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 3.05431% +completion: 60% (epoch=120)(element=6266) loss = 0.05 error progress = 3.05007% +completion: 64% (epoch=128)(element=6266) loss = 0.025 error progress = 3.04693% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 3.04379% +completion: 72% (epoch=144)(element=6266) loss = 0.012 error progress = 3.04005% +completion: 76% (epoch=152)(element=6266) loss = 0.045 error progress = 3.0373% +completion: 80% (epoch=160)(element=6266) loss = 0.018 error progress = 3.03611% +completion: 84% (epoch=168)(element=6266) loss = 0.073 error progress = 3.03336% +completion: 88% (epoch=176)(element=6266) loss = 0.005 error progress = 3.03128% +completion: 92% (epoch=184)(element=6266) loss = 0.09 error progress = 3.02947% +completion: 96% (epoch=192)(element=6266) loss = 0.094 error progress = 3.02692% +completion: 100% (epoch=200)(element=6266) loss = 0.053 error progress = 3.02521% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 81% +#FPplusFN=2089 +minError=334 minErrorIndex=1 globalThreshold =-1.4186110599452 +metrics area_roc = 86.8% +(beta) metrics area_precision_recall = 59.63% + +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 = 372 / 516 (truth == 1) & (prediction < threshold) + TP = 144 / 516 (truth == 1) & (prediction >= threshold) + + FP = 25 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,548 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.42 :::: + +accuracy = 0.81 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.42 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl1_time1524153571 + +$$$ hidden_units = 25 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.064 error progress = 3.02465% +completion: 8% (epoch=16)(element=6266) loss = 0.011 error progress = 2.87137% +completion: 12% (epoch=24)(element=6266) loss = 0.025 error progress = 2.78695% +completion: 16% (epoch=32)(element=6266) loss = 0.006 error progress = 2.73538% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.69394% +completion: 24% (epoch=48)(element=6266) loss = 0.003 error progress = 2.66775% +completion: 28% (epoch=56)(element=6266) loss = 0.046 error progress = 2.6447% +completion: 32% (epoch=64)(element=6266) loss = 0.012 error progress = 2.62471% +completion: 36% (epoch=72)(element=6266) loss = 0.019 error progress = 2.60274% +completion: 40% (epoch=80)(element=6266) loss = 0.003 error progress = 2.58382% +completion: 44% (epoch=88)(element=6266) loss = 0.01 error progress = 2.56817% +completion: 48% (epoch=96)(element=6266) loss = 0.004 error progress = 2.55519% +completion: 52% (epoch=104)(element=6266) loss = 0.006 error progress = 2.54258% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 2.53044% +completion: 60% (epoch=120)(element=6266) loss = 0.02 error progress = 2.5193% +completion: 64% (epoch=128)(element=6266) loss = 0.012 error progress = 2.50928% +completion: 68% (epoch=136)(element=6266) loss = 0.015 error progress = 2.49999% +completion: 72% (epoch=144)(element=6266) loss = 0.004 error progress = 2.49067% +completion: 76% (epoch=152)(element=6266) loss = 0.028 error progress = 2.48181% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 2.47385% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 2.46666% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 2.46014% +completion: 92% (epoch=184)(element=6266) loss = 0.041 error progress = 2.45375% +completion: 96% (epoch=192)(element=6266) loss = 0.011 error progress = 2.448% +completion: 100% (epoch=200)(element=6266) loss = 0.01 error progress = 2.44245% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 85.26% +#FPplusFN=2089 +minError=256 minErrorIndex=1 globalThreshold =-1.9630814559609 +metrics area_roc = 90.5% +(beta) metrics area_precision_recall = 68.25% + +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 = 280 / 516 (truth == 1) & (prediction < threshold) + TP = 236 / 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 = +0.57 :::: + +accuracy = 0.85 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.61 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus25_hl1_time1524153721 + +$$$ hidden_units = 50 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.75718% +completion: 8% (epoch=16)(element=6266) loss = 0.004 error progress = 2.57861% +completion: 12% (epoch=24)(element=6266) loss = 0.008 error progress = 2.48909% +completion: 16% (epoch=32)(element=6266) loss = 0.012 error progress = 2.42563% +completion: 20% (epoch=40)(element=6266) loss = 0.012 error progress = 2.3828% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.34906% +completion: 28% (epoch=56)(element=6266) loss = 0.014 error progress = 2.32021% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.29858% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.27912% +completion: 40% (epoch=80)(element=6266) loss = 0.005 error progress = 2.26254% +completion: 44% (epoch=88)(element=6266) loss = 0.012 error progress = 2.24688% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 2.23204% +completion: 52% (epoch=104)(element=6266) loss = 0.006 error progress = 2.2198% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 2.20886% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 2.19933% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 2.18994% +completion: 68% (epoch=136)(element=6266) loss = 0.01 error progress = 2.18185% +completion: 72% (epoch=144)(element=6266) loss = 0.01 error progress = 2.17306% +completion: 76% (epoch=152)(element=6266) loss = 0.003 error progress = 2.16512% +completion: 80% (epoch=160)(element=6266) loss = 0.021 error progress = 2.15848% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 2.15165% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 2.14493% +completion: 92% (epoch=184)(element=6266) loss = 0.004 error progress = 2.1385% +completion: 96% (epoch=192)(element=6266) loss = 0.015 error progress = 2.13232% +completion: 100% (epoch=200)(element=6266) loss = 0.005 error progress = 2.12665% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 84.78% +#FPplusFN=2089 +minError=234 minErrorIndex=1 globalThreshold =-1.4431706054754 +metrics area_roc = 90.33% +(beta) metrics area_precision_recall = 71.15% + +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 = 301 / 516 (truth == 1) & (prediction < threshold) + TP = 215 / 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 = +0.56 :::: + +accuracy = 0.85 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.57 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl1_time1524153896 + +$$$ hidden_units = 75 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.69314% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.52226% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.43226% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.36929% +completion: 20% (epoch=40)(element=6266) loss = 0.032 error progress = 2.32645% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.29425% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 2.26631% +completion: 32% (epoch=64)(element=6266) loss = 0.03 error progress = 2.24562% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 2.22615% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 2.21027% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 2.19667% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 2.18177% +completion: 52% (epoch=104)(element=6266) loss = 0.005 error progress = 2.16961% +completion: 56% (epoch=112)(element=6266) loss = 0.006 error progress = 2.15702% +completion: 60% (epoch=120)(element=6266) loss = 0.009 error progress = 2.14588% +completion: 64% (epoch=128)(element=6266) loss = 0.004 error progress = 2.13531% +completion: 68% (epoch=136)(element=6266) loss = 0.023 error progress = 2.12658% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 2.11724% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 2.10797% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 2.09975% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 2.09237% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 2.08608% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 2.07942% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 2.07349% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 2.06814% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 85.88% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-1.8952312077446 +metrics area_roc = 91.81% +(beta) metrics area_precision_recall = 70.74% + +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 = 275 / 516 (truth == 1) & (prediction < threshold) + TP = 241 / 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 = +0.59 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.62 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl1_time1524154094 + +$$$ hidden_units = 100 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.625% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.44817% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.3526% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.29467% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.24745% +completion: 24% (epoch=48)(element=6266) loss = 0.022 error progress = 2.21081% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.17971% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.15384% +completion: 36% (epoch=72)(element=6266) loss = 0.015 error progress = 2.13127% +completion: 40% (epoch=80)(element=6266) loss = 0.01 error progress = 2.11152% +completion: 44% (epoch=88)(element=6266) loss = 0.005 error progress = 2.09443% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 2.07967% +completion: 52% (epoch=104)(element=6266) loss = 0.017 error progress = 2.06574% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 2.05292% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 2.04195% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 2.03235% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 2.02293% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 2.01304% +completion: 76% (epoch=152)(element=6266) loss = 0.006 error progress = 2.00345% +completion: 80% (epoch=160)(element=6266) loss = 0.008 error progress = 1.99462% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.98603% +completion: 88% (epoch=176)(element=6266) loss = 0.003 error progress = 1.9779% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.97091% +completion: 96% (epoch=192)(element=6266) loss = 0.009 error progress = 1.96391% +completion: 100% (epoch=200)(element=6266) loss = 0.003 error progress = 1.95734% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.55% +#FPplusFN=2089 +minError=208 minErrorIndex=1 globalThreshold =-1.3033124153873 +metrics area_roc = 92.29% +(beta) metrics area_precision_recall = 71.96% + +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 = 261 / 516 (truth == 1) & (prediction < threshold) + TP = 255 / 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 = +0.61 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.64 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus100_hl1_time1524154327 + +$$$ hidden_units = 125 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.002 error progress = 2.61155% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.43302% +completion: 12% (epoch=24)(element=6266) loss = 0.006 error progress = 2.34281% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.27858% +completion: 20% (epoch=40)(element=6266) loss = 0.002 error progress = 2.2332% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.19415% +completion: 28% (epoch=56)(element=6266) loss = 0.012 error progress = 2.16467% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.1393% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.11727% +completion: 40% (epoch=80)(element=6266) loss = 0.018 error progress = 2.09611% +completion: 44% (epoch=88)(element=6266) loss = 0.005 error progress = 2.0777% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 2.06097% +completion: 52% (epoch=104)(element=6266) loss = 0.003 error progress = 2.04607% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 2.03149% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 2.01853% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 2.00591% +completion: 68% (epoch=136)(element=6266) loss = 0.005 error progress = 1.99446% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.98216% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.97149% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.96096% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.95089% +completion: 88% (epoch=176)(element=6266) loss = 0.009 error progress = 1.94162% +completion: 92% (epoch=184)(element=6266) loss = 0.008 error progress = 1.93319% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.92555% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.91744% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.51% +#FPplusFN=2089 +minError=210 minErrorIndex=1 globalThreshold =-1.4990365209924 +metrics area_roc = 92.3% +(beta) metrics area_precision_recall = 73.07% + +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 = 234 / 516 (truth == 1) & (prediction < threshold) + TP = 282 / 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 = +0.64 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.68 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus125_hl1_time1524154603 + +$$$ hidden_units = 150 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.008 error progress = 2.55694% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.37963% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.29092% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.23569% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.19104% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.15301% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.12368% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.09965% +completion: 36% (epoch=72)(element=6266) loss = 0.008 error progress = 2.07677% +completion: 40% (epoch=80)(element=6266) loss = 0.003 error progress = 2.05724% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 2.03981% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 2.02414% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 2.01001% +completion: 56% (epoch=112)(element=6266) loss = 0.006 error progress = 1.99599% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 1.98277% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.97076% +completion: 68% (epoch=136)(element=6266) loss = 0.007 error progress = 1.95944% +completion: 72% (epoch=144)(element=6266) loss = 0.018 error progress = 1.94873% +completion: 76% (epoch=152)(element=6266) loss = 0.013 error progress = 1.93871% +completion: 80% (epoch=160)(element=6266) loss = 0.012 error progress = 1.92889% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 1.91897% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 1.9095% +completion: 92% (epoch=184)(element=6266) loss = 0.003 error progress = 1.9008% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.89192% +completion: 100% (epoch=200)(element=6266) loss = 0.012 error progress = 1.88411% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.98% +#FPplusFN=2089 +minError=225 minErrorIndex=1 globalThreshold =-1.5098229570253 +metrics area_roc = 91.71% +(beta) metrics area_precision_recall = 71.46% + +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 = 234 / 516 (truth == 1) & (prediction < threshold) + TP = 282 / 516 (truth == 1) & (prediction >= threshold) + + FP = 38 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.63 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus150_hl1_time1524154923 + +$$$ hidden_units = 175 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.55539% +completion: 8% (epoch=16)(element=6266) loss = 0.002 error progress = 2.37548% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.28722% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.2241% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.17863% +completion: 24% (epoch=48)(element=6266) loss = 0.003 error progress = 2.14205% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.10937% +completion: 32% (epoch=64)(element=6266) loss = 0.016 error progress = 2.08096% +completion: 36% (epoch=72)(element=6266) loss = 0.01 error progress = 2.05655% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 2.03474% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 2.01598% +completion: 48% (epoch=96)(element=6266) loss = 0.006 error progress = 1.998% +completion: 52% (epoch=104)(element=6266) loss = 0.006 error progress = 1.9809% +completion: 56% (epoch=112)(element=6266) loss = 0.006 error progress = 1.96619% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.95214% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.93855% +completion: 68% (epoch=136)(element=6266) loss = 0.008 error progress = 1.92539% +completion: 72% (epoch=144)(element=6266) loss = 0.019 error progress = 1.91282% +completion: 76% (epoch=152)(element=6266) loss = 0.004 error progress = 1.90157% +completion: 80% (epoch=160)(element=6266) loss = 0.003 error progress = 1.89019% +completion: 84% (epoch=168)(element=6266) loss = 0.003 error progress = 1.87932% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.86927% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.85968% +completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 1.85106% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 1.84265% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.18% +#FPplusFN=2089 +minError=209 minErrorIndex=1 globalThreshold =-1.3025887679355 +metrics area_roc = 91.63% +(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 = 196 / 516 (truth == 1) & (prediction < threshold) + TP = 320 / 516 (truth == 1) & (prediction >= threshold) + + FP = 30 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,543 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus175_hl1_time1524155297 + +$$$ hidden_units = 200 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.5553% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.3673% +completion: 12% (epoch=24)(element=6266) loss = 0.003 error progress = 2.27463% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.21402% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.16385% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.12408% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.09016% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.06216% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.03741% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 2.01538% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 1.99447% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.97518% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.95763% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.94284% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.9288% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.91538% +completion: 68% (epoch=136)(element=6266) loss = 0.004 error progress = 1.90313% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 1.89167% +completion: 76% (epoch=152)(element=6266) loss = 0.004 error progress = 1.87982% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.86984% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.85979% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.84997% +completion: 92% (epoch=184)(element=6266) loss = 0.018 error progress = 1.84062% +completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 1.83196% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.82363% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.7% +#FPplusFN=2089 +minError=221 minErrorIndex=1 globalThreshold =-1.5062191967574 +metrics area_roc = 91.85% +(beta) metrics area_precision_recall = 72.51% + +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 = 232 / 516 (truth == 1) & (prediction < threshold) + TP = 284 / 516 (truth == 1) & (prediction >= threshold) + + FP = 25 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,548 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus200_hl1_time1524155731 + +$$$ hidden_units = 225 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.519% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.34566% +completion: 12% (epoch=24)(element=6266) loss = 0.002 error progress = 2.25776% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 2.19526% +completion: 20% (epoch=40)(element=6266) loss = 0.005 error progress = 2.15% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.11337% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.08224% +completion: 32% (epoch=64)(element=6266) loss = 0.004 error progress = 2.0556% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.03195% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 2.01198% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.99231% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.97272% +completion: 52% (epoch=104)(element=6266) loss = 0.012 error progress = 1.95602% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.94027% +completion: 60% (epoch=120)(element=6266) loss = 0.005 error progress = 1.9255% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.91129% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.89777% +completion: 72% (epoch=144)(element=6266) loss = 0.003 error progress = 1.88493% +completion: 76% (epoch=152)(element=6266) loss = 0.005 error progress = 1.8724% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.86103% +completion: 84% (epoch=168)(element=6266) loss = 0.007 error progress = 1.85049% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.83955% +completion: 92% (epoch=184)(element=6266) loss = 0.003 error progress = 1.82935% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.82073% +completion: 100% (epoch=200)(element=6266) loss = 0.011 error progress = 1.81147% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.55% +#FPplusFN=2089 +minError=210 minErrorIndex=1 globalThreshold =-1.2545081566938 +metrics area_roc = 92.31% +(beta) metrics area_precision_recall = 71.79% + +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 = 238 / 516 (truth == 1) & (prediction < threshold) + TP = 278 / 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 = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.68 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl1_time1524156220 + +$$$ hidden_units = 250 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.52929% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.33548% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.24346% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.18258% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.13374% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 2.09399% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.0605% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.03267% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.00771% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.98461% +completion: 44% (epoch=88)(element=6266) loss = 0.004 error progress = 1.96306% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.94453% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.92764% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 1.91289% +completion: 60% (epoch=120)(element=6266) loss = 0.003 error progress = 1.8983% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.88576% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 1.87207% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 1.85975% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.84732% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.83568% +completion: 84% (epoch=168)(element=6266) loss = 0.006 error progress = 1.82514% +completion: 88% (epoch=176)(element=6266) loss = 0.005 error progress = 1.81478% +completion: 92% (epoch=184)(element=6266) loss = 0.005 error progress = 1.80508% +completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 1.79548% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 1.78578% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.55% +#FPplusFN=2089 +minError=204 minErrorIndex=1 globalThreshold =-1.4456767846719 +metrics area_roc = 92.48% +(beta) metrics area_precision_recall = 72.9% + +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 = 232 / 516 (truth == 1) & (prediction < threshold) + TP = 284 / 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 = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus250_hl1_time1524156784 + +$$$ hidden_units = 275 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.51353% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.33109% +completion: 12% (epoch=24)(element=6266) loss = 0.004 error progress = 2.23954% +completion: 16% (epoch=32)(element=6266) loss = 0.008 error progress = 2.17723% +completion: 20% (epoch=40)(element=6266) loss = 0.003 error progress = 2.12882% +completion: 24% (epoch=48)(element=6266) loss = 0.01 error progress = 2.09093% +completion: 28% (epoch=56)(element=6266) loss = 0.005 error progress = 2.0571% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 2.02778% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.00172% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.97899% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.95744% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.93871% +completion: 52% (epoch=104)(element=6266) loss = 0.007 error progress = 1.92165% +completion: 56% (epoch=112)(element=6266) loss = 0.004 error progress = 1.90478% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.8905% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.87676% +completion: 68% (epoch=136)(element=6266) loss = 0.008 error progress = 1.8647% +completion: 72% (epoch=144)(element=6266) loss = 0.003 error progress = 1.85159% +completion: 76% (epoch=152)(element=6266) loss = 0.007 error progress = 1.83945% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.82856% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 1.81715% +completion: 88% (epoch=176)(element=6266) loss = 0.003 error progress = 1.80679% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.79655% +completion: 96% (epoch=192)(element=6266) loss = 0.003 error progress = 1.78727% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.77811% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.22% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-1.4446954188413 +metrics area_roc = 91.57% +(beta) metrics area_precision_recall = 72.42% + +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 = 217 / 516 (truth == 1) & (prediction < threshold) + TP = 299 / 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 = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus275_hl1_time1524157430 + +$$$ hidden_units = 300 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.49734% +completion: 8% (epoch=16)(element=6266) loss = 0.004 error progress = 2.32733% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.23005% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.17083% +completion: 20% (epoch=40)(element=6266) loss = 0.003 error progress = 2.12195% +completion: 24% (epoch=48)(element=6266) loss = 0.004 error progress = 2.0858% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.05653% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.02908% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.00432% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.98223% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.96222% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.94366% +completion: 52% (epoch=104)(element=6266) loss = 0.003 error progress = 1.92651% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 1.91042% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.89527% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.88132% +completion: 68% (epoch=136)(element=6266) loss = 0.014 error progress = 1.86794% +completion: 72% (epoch=144)(element=6266) loss = 0.003 error progress = 1.85468% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.8421% +completion: 80% (epoch=160)(element=6266) loss = 0.003 error progress = 1.83012% +completion: 84% (epoch=168)(element=6266) loss = 0.006 error progress = 1.81896% +completion: 88% (epoch=176)(element=6266) loss = 0.003 error progress = 1.80772% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.79706% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.78662% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.77667% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.51% +#FPplusFN=2089 +minError=217 minErrorIndex=1 globalThreshold =-1.7198952507562 +metrics area_roc = 91.7% +(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 = 199 / 516 (truth == 1) & (prediction < threshold) + TP = 317 / 516 (truth == 1) & (prediction >= threshold) + + FP = 41 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,532 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl1_time1524158162 + +$$$ hidden_units = 350 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.005 error progress = 2.48335% +completion: 8% (epoch=16)(element=6266) loss = 0.004 error progress = 2.31114% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.21798% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.15327% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.10486% +completion: 24% (epoch=48)(element=6266) loss = 0.008 error progress = 2.06504% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.03091% +completion: 32% (epoch=64)(element=6266) loss = 0.003 error progress = 2.00173% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.97553% +completion: 40% (epoch=80)(element=6266) loss = 0.003 error progress = 1.95196% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.93184% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.9136% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.89485% +completion: 56% (epoch=112)(element=6266) loss = 0.003 error progress = 1.87796% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.86198% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.84752% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.83443% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.82119% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.809% +completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 1.79707% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.78598% +completion: 88% (epoch=176)(element=6266) loss = 0.004 error progress = 1.77461% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.7633% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.75304% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.74319% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.99% +#FPplusFN=2089 +minError=206 minErrorIndex=1 globalThreshold =-1.4813164365146 +metrics area_roc = 92.47% +(beta) metrics area_precision_recall = 74.07% + +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 = 211 / 516 (truth == 1) & (prediction < threshold) + TP = 305 / 516 (truth == 1) & (prediction >= threshold) + + FP = 19 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,554 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl1_time1524162019 + +$$$ hidden_units = 400 hidden_layers = 1 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.47925% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.3043% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.21914% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.1557% +completion: 20% (epoch=40)(element=6266) loss = 0.004 error progress = 2.10516% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.06543% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.03077% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.00129% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.97507% +completion: 40% (epoch=80)(element=6266) loss = 0.003 error progress = 1.95007% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.92667% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.90671% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.88744% +completion: 56% (epoch=112)(element=6266) loss = 0.005 error progress = 1.86918% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.85286% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.837% +completion: 68% (epoch=136)(element=6266) loss = 0.003 error progress = 1.82271% +completion: 72% (epoch=144)(element=6266) loss = 0.003 error progress = 1.80954% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.7963% +completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 1.78356% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.77191% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.7607% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 1.74883% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.73773% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.7274% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.74% +#FPplusFN=2089 +minError=207 minErrorIndex=1 globalThreshold =-1.2994824237843 +metrics area_roc = 92.8% +(beta) metrics area_precision_recall = 73.04% + +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 = 253 / 516 (truth == 1) & (prediction < threshold) + TP = 263 / 516 (truth == 1) & (prediction >= threshold) + + FP = 24 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,549 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.62 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.66 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus400_hl1_time1524166175 + +$$$ hidden_units = 5 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.029 error progress = 4.33297% +completion: 8% (epoch=16)(element=6266) loss = 0.06 error progress = 4.22633% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 4.17797% +completion: 16% (epoch=32)(element=6266) loss = 0.059 error progress = 4.15529% +completion: 20% (epoch=40)(element=6266) loss = 0.047 error progress = 4.14482% +completion: 24% (epoch=48)(element=6266) loss = 0.016 error progress = 4.13521% +completion: 28% (epoch=56)(element=6266) loss = 0.062 error progress = 4.1279% +completion: 32% (epoch=64)(element=6266) loss = 0.037 error progress = 4.12103% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 4.11444% +completion: 40% (epoch=80)(element=6266) loss = 0.123 error progress = 4.10843% +completion: 44% (epoch=88)(element=6266) loss = 0.061 error progress = 4.10386% +completion: 48% (epoch=96)(element=6266) loss = 0.054 error progress = 4.09032% +completion: 52% (epoch=104)(element=6266) loss = 0.053 error progress = 4.07633% +completion: 56% (epoch=112)(element=6266) loss = 0.171 error progress = 4.06284% +completion: 60% (epoch=120)(element=6266) loss = 0.339 error progress = 4.05064% +completion: 64% (epoch=128)(element=6266) loss = 0.131 error progress = 4.04002% +completion: 68% (epoch=136)(element=6266) loss = 0.011 error progress = 4.02952% +completion: 72% (epoch=144)(element=6266) loss = 0.027 error progress = 4.02062% +completion: 76% (epoch=152)(element=6266) loss = 0.011 error progress = 4.0134% +completion: 80% (epoch=160)(element=6266) loss = 0.009 error progress = 4.00588% +completion: 84% (epoch=168)(element=6266) loss = 0.012 error progress = 3.99683% +completion: 88% (epoch=176)(element=6266) loss = 0.011 error progress = 3.98762% +completion: 92% (epoch=184)(element=6266) loss = 0.014 error progress = 3.97757% +completion: 96% (epoch=192)(element=6266) loss = 0.016 error progress = 3.97027% +completion: 100% (epoch=200)(element=6266) loss = 0.109 error progress = 3.96395% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 75.39% +#FPplusFN=2089 +minError=474 minErrorIndex=1 globalThreshold =-0.78263504245752 +metrics area_roc = 79.37% +(beta) metrics area_precision_recall = 37.68% + +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 = 492 / 516 (truth == 1) & (prediction < threshold) + TP = 24 / 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 = +0.1 :::: + +accuracy = 0.75 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.09 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl2_time1524166354 + +$$$ hidden_units = 10 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.043 error progress = 3.81387% +completion: 8% (epoch=16)(element=6266) loss = 0.013 error progress = 3.61762% +completion: 12% (epoch=24)(element=6266) loss = 0.02 error progress = 3.5405% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 3.48853% +completion: 20% (epoch=40)(element=6266) loss = 0.005 error progress = 3.45306% +completion: 24% (epoch=48)(element=6266) loss = 0.039 error progress = 3.42997% +completion: 28% (epoch=56)(element=6266) loss = 0.018 error progress = 3.40958% +completion: 32% (epoch=64)(element=6266) loss = 0.008 error progress = 3.39384% +completion: 36% (epoch=72)(element=6266) loss = 0.021 error progress = 3.38112% +completion: 40% (epoch=80)(element=6266) loss = 0.018 error progress = 3.37295% +completion: 44% (epoch=88)(element=6266) loss = 0.035 error progress = 3.36352% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 3.35674% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 3.34775% +completion: 56% (epoch=112)(element=6266) loss = 0.04 error progress = 3.34222% +completion: 60% (epoch=120)(element=6266) loss = 0.006 error progress = 3.33572% +completion: 64% (epoch=128)(element=6266) loss = 0.012 error progress = 3.33198% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 3.32714% +completion: 72% (epoch=144)(element=6266) loss = 0.008 error progress = 3.32306% +completion: 76% (epoch=152)(element=6266) loss = 0.06 error progress = 3.32062% +completion: 80% (epoch=160)(element=6266) loss = 0.067 error progress = 3.31726% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 3.31428% +completion: 88% (epoch=176)(element=6266) loss = 0.02 error progress = 3.31148% +completion: 92% (epoch=184)(element=6266) loss = 0.069 error progress = 3.30933% +completion: 96% (epoch=192)(element=6266) loss = 0.005 error progress = 3.30727% +completion: 100% (epoch=200)(element=6266) loss = 0.045 error progress = 3.30391% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 78.41% +#FPplusFN=2089 +minError=361 minErrorIndex=1 globalThreshold =-1.6803030008792 +metrics area_roc = 85.53% +(beta) metrics area_precision_recall = 53.44% + +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 = 420 / 516 (truth == 1) & (prediction < threshold) + TP = 96 / 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 = +0.3 :::: + +accuracy = 0.78 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.3 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl2_time1524166548 + +$$$ hidden_units = 25 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.025 error progress = 3.19551% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.97993% +completion: 12% (epoch=24)(element=6266) loss = 0.017 error progress = 2.86451% +completion: 16% (epoch=32)(element=6266) loss = 0.009 error progress = 2.79838% +completion: 20% (epoch=40)(element=6266) loss = 0.009 error progress = 2.75158% +completion: 24% (epoch=48)(element=6266) loss = 0.01 error progress = 2.71491% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.68483% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.65675% +completion: 36% (epoch=72)(element=6266) loss = 0.012 error progress = 2.63242% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 2.60996% +completion: 44% (epoch=88)(element=6266) loss = 0.018 error progress = 2.59141% +completion: 48% (epoch=96)(element=6266) loss = 0.019 error progress = 2.57431% +completion: 52% (epoch=104)(element=6266) loss = 0.024 error progress = 2.55898% +completion: 56% (epoch=112)(element=6266) loss = 0.032 error progress = 2.54564% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 2.53336% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 2.52221% +completion: 68% (epoch=136)(element=6266) loss = 0.004 error progress = 2.51149% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 2.50205% +completion: 76% (epoch=152)(element=6266) loss = 0.014 error progress = 2.49343% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 2.48481% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 2.47699% +completion: 88% (epoch=176)(element=6266) loss = 0.06 error progress = 2.47017% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 2.46267% +completion: 96% (epoch=192)(element=6266) loss = 0.011 error progress = 2.45673% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 2.45085% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 84.44% +#FPplusFN=2089 +minError=264 minErrorIndex=1 globalThreshold =-1.4068013887447 +metrics area_roc = 90.66% +(beta) metrics area_precision_recall = 66% + +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 = 288 / 516 (truth == 1) & (prediction < threshold) + TP = 228 / 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 = +0.54 :::: + +accuracy = 0.84 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.58 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus25_hl2_time1524166760 + +$$$ hidden_units = 50 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.002 error progress = 2.96383% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.76659% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.66418% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.59565% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.54282% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.50455% +completion: 28% (epoch=56)(element=6266) loss = 0.003 error progress = 2.47327% +completion: 32% (epoch=64)(element=6266) loss = 0.007 error progress = 2.44659% +completion: 36% (epoch=72)(element=6266) loss = 0.007 error progress = 2.42039% +completion: 40% (epoch=80)(element=6266) loss = 0.009 error progress = 2.39828% +completion: 44% (epoch=88)(element=6266) loss = 0.014 error progress = 2.37747% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 2.35673% +completion: 52% (epoch=104)(element=6266) loss = 0.004 error progress = 2.33794% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 2.32193% +completion: 60% (epoch=120)(element=6266) loss = 0.003 error progress = 2.30749% +completion: 64% (epoch=128)(element=6266) loss = 0.003 error progress = 2.29446% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 2.28261% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 2.27006% +completion: 76% (epoch=152)(element=6266) loss = 0.003 error progress = 2.25897% +completion: 80% (epoch=160)(element=6266) loss = 0.004 error progress = 2.2484% +completion: 84% (epoch=168)(element=6266) loss = 0.003 error progress = 2.23831% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 2.22842% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 2.22007% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 2.21249% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 2.20513% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 85.69% +#FPplusFN=2089 +minError=245 minErrorIndex=1 globalThreshold =-1.0668617699557 +metrics area_roc = 90.04% +(beta) metrics area_precision_recall = 67.74% + +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 = 264 / 516 (truth == 1) & (prediction < threshold) + TP = 252 / 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 = +0.58 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.63 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl2_time1524166998 + +$$$ hidden_units = 75 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.86798% +completion: 8% (epoch=16)(element=6266) loss = 0.003 error progress = 2.64872% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.53547% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 2.46578% +completion: 20% (epoch=40)(element=6266) loss = 0.003 error progress = 2.41654% +completion: 24% (epoch=48)(element=6266) loss = 0.004 error progress = 2.37778% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.34413% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 2.31549% +completion: 36% (epoch=72)(element=6266) loss = 0.003 error progress = 2.29325% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 2.27371% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 2.25525% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 2.23727% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 2.2201% +completion: 56% (epoch=112)(element=6266) loss = 0.004 error progress = 2.20436% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 2.1905% +completion: 64% (epoch=128)(element=6266) loss = 0.003 error progress = 2.17822% +completion: 68% (epoch=136)(element=6266) loss = 0.003 error progress = 2.16561% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 2.15368% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 2.14186% +completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 2.13134% +completion: 84% (epoch=168)(element=6266) loss = 0.003 error progress = 2.12169% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 2.11198% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 2.10364% +completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 2.09554% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 2.08706% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.18% +#FPplusFN=2089 +minError=226 minErrorIndex=1 globalThreshold =-1.0465988818086 +metrics area_roc = 91.51% +(beta) metrics area_precision_recall = 71.23% + +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 = 219 / 516 (truth == 1) & (prediction < threshold) + TP = 297 / 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 = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl2_time1524167280 + +$$$ hidden_units = 100 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.002 error progress = 2.73355% +completion: 8% (epoch=16)(element=6266) loss = 0.007 error progress = 2.54891% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.45462% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.38666% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.33109% +completion: 24% (epoch=48)(element=6266) loss = 0.008 error progress = 2.28746% +completion: 28% (epoch=56)(element=6266) loss = 0.018 error progress = 2.25384% +completion: 32% (epoch=64)(element=6266) loss = 0.005 error progress = 2.22236% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.19354% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 2.16832% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 2.1471% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 2.12695% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 2.10999% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 2.0928% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 2.07898% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 2.06573% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 2.0525% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 2.04108% +completion: 76% (epoch=152)(element=6266) loss = 0.002 error progress = 2.03175% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 2.02112% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 2.01178% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 2.00295% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.9938% +completion: 96% (epoch=192)(element=6266) loss = 0.004 error progress = 1.98604% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 1.97752% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.98% +#FPplusFN=2089 +minError=210 minErrorIndex=1 globalThreshold =-1.1555937076429 +metrics area_roc = 91.84% +(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 = 223 / 516 (truth == 1) & (prediction < threshold) + TP = 293 / 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 = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus100_hl2_time1524167624 + +$$$ hidden_units = 125 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.002 error progress = 2.68175% +completion: 8% (epoch=16)(element=6266) loss = 0.007 error progress = 2.49902% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.40267% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.33901% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.29078% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.25393% +completion: 28% (epoch=56)(element=6266) loss = 0.003 error progress = 2.22096% +completion: 32% (epoch=64)(element=6266) loss = 0.003 error progress = 2.19242% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 2.16546% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 2.14108% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 2.12099% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 2.102% +completion: 52% (epoch=104)(element=6266) loss = 0.003 error progress = 2.08455% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 2.06741% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 2.05252% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 2.03923% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 2.02726% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 2.01597% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 2.00326% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.99271% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.9827% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.97333% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.96429% +completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 1.95586% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.94676% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.27% +#FPplusFN=2089 +minError=207 minErrorIndex=1 globalThreshold =-1.0142351377826 +metrics area_roc = 91.3% +(beta) metrics area_precision_recall = 73.75% + +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 = 23 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,550 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus125_hl2_time1524168035 + +$$$ hidden_units = 150 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.6662% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.48024% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.38375% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.31561% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.26553% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.22219% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.18738% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.15319% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.12749% +completion: 40% (epoch=80)(element=6266) loss = 0.004 error progress = 2.10338% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 2.08008% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 2.06065% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 2.04138% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 2.02363% +completion: 60% (epoch=120)(element=6266) loss = 0.003 error progress = 2.00642% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.99126% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.97713% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 1.96425% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.95312% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.94143% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 1.92954% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.91908% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 1.90853% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.89918% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.88967% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.27% +#FPplusFN=2089 +minError=230 minErrorIndex=1 globalThreshold =-1.0258919354359 +metrics area_roc = 91.69% +(beta) metrics area_precision_recall = 70.75% + +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 = 29 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,544 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus150_hl2_time1524168533 + +$$$ hidden_units = 175 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.62926% +completion: 8% (epoch=16)(element=6266) loss = 0.013 error progress = 2.43947% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.34185% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.27044% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.21735% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.17647% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.14064% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.109% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.08164% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 2.05626% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 2.03441% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 2.0139% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.99669% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.9798% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.96273% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.9485% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 1.9347% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 1.92079% +completion: 76% (epoch=152)(element=6266) loss = 0.002 error progress = 1.90875% +completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 1.8974% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 1.88679% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.87599% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.86596% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.85706% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.84855% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.32% +#FPplusFN=2089 +minError=226 minErrorIndex=1 globalThreshold =-1.1950512362944 +metrics area_roc = 92.74% +(beta) metrics area_precision_recall = 71.77% + +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 = 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 = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus175_hl2_time1524169125 + +$$$ hidden_units = 200 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.008 error progress = 2.60677% +completion: 8% (epoch=16)(element=6266) loss = 0.008 error progress = 2.42299% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.31759% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.24508% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.19178% +completion: 24% (epoch=48)(element=6266) loss = 0.004 error progress = 2.14425% +completion: 28% (epoch=56)(element=6266) loss = 0.009 error progress = 2.10488% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 2.07221% +completion: 36% (epoch=72)(element=6266) loss = 0.003 error progress = 2.04481% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 2.02131% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.9996% +completion: 48% (epoch=96)(element=6266) loss = 0.003 error progress = 1.98082% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.96324% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.94691% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.93084% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.91617% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.90177% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 1.88929% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.87783% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.86638% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.85612% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.84621% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.83599% +completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 1.82666% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.81745% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.84% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-1.031418999172 +metrics area_roc = 91.97% +(beta) metrics area_precision_recall = 70.8% + +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 = 38 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.65 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus200_hl2_time1524169829 + +$$$ hidden_units = 225 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.002 error progress = 2.61617% +completion: 8% (epoch=16)(element=6266) loss = 0.002 error progress = 2.42366% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.31826% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.24416% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.18825% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.14295% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.10491% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.07272% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.0431% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 2.0187% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 1.99461% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.9737% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.95443% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.93768% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.92098% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.90597% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.89163% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.87808% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.86611% +completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 1.85468% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.84366% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.83294% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.82216% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.81223% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 1.80371% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.03% +#FPplusFN=2089 +minError=216 minErrorIndex=1 globalThreshold =-1.0235431107956 +metrics area_roc = 92.12% +(beta) metrics area_precision_recall = 70.5% + +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 = 34 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,539 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl2_time1524173622 + +$$$ hidden_units = 250 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.003 error progress = 2.56612% +completion: 8% (epoch=16)(element=6266) loss = 0.002 error progress = 2.38402% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.28317% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.21264% +completion: 20% (epoch=40)(element=6266) loss = 0.003 error progress = 2.1595% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.11568% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.07759% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.04434% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.01824% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.9946% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.97286% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.95306% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.93524% +completion: 56% (epoch=112)(element=6266) loss = 0.009 error progress = 1.92004% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.90544% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.8919% +completion: 68% (epoch=136)(element=6266) loss = 0.004 error progress = 1.87733% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.86526% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.85343% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.84154% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.8298% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.81979% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.80994% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.80044% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.79111% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.85% +#FPplusFN=2089 +minError=208 minErrorIndex=1 globalThreshold =-1.1999765516704 +metrics area_roc = 92.34% +(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 = 205 / 516 (truth == 1) & (prediction < threshold) + TP = 311 / 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 = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus250_hl2_time1524177615 + +$$$ hidden_units = 275 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.55234% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.36666% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.26189% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.1927% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.14181% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.09891% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 2.06317% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.0326% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.00448% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.98007% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.9565% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.93613% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.91792% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.90117% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.88638% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.87147% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.85851% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.84579% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.8329% +completion: 80% (epoch=160)(element=6266) loss = 0.003 error progress = 1.8211% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.8101% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 1.79925% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.78906% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.77988% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.77105% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.65% +#FPplusFN=2089 +minError=215 minErrorIndex=1 globalThreshold =-1.0982113177155 +metrics area_roc = 92.52% +(beta) metrics area_precision_recall = 73.73% + +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 = 25 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,548 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus275_hl2_time1524181728 + +$$$ hidden_units = 300 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.57088% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.37801% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.27644% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.20464% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.14633% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.09691% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.06047% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 2.02672% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.99703% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.97152% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.94962% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.93169% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.91364% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.89719% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.88204% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.86755% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.85436% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 1.84115% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.82928% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.81805% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.80765% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.79725% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.7876% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.77732% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 1.76739% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.37% +#FPplusFN=2089 +minError=219 minErrorIndex=1 globalThreshold =-1.0464620428665 +metrics area_roc = 91.81% +(beta) metrics area_precision_recall = 72.34% + +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 = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl2_time1524186008 + +$$$ hidden_units = 350 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.5238% +completion: 8% (epoch=16)(element=6266) loss = 0.003 error progress = 2.33961% +completion: 12% (epoch=24)(element=6266) loss = 0.002 error progress = 2.24549% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.17432% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.12048% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.07547% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.03653% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.00418% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.97584% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.95125% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.92871% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.90898% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.88913% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.87194% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.85541% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.83906% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.82417% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.81073% +completion: 76% (epoch=152)(element=6266) loss = 0.002 error progress = 1.79751% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.7852% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.77304% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.76153% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.75036% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.73954% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.72938% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.75% +#FPplusFN=2089 +minError=217 minErrorIndex=1 globalThreshold =-1.0631856382209 +metrics area_roc = 91.88% +(beta) metrics area_precision_recall = 72.75% + +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 = 23 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,550 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl2_time1524190637 + +$$$ hidden_units = 400 hidden_layers = 2 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.007 error progress = 2.51814% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.32802% +completion: 12% (epoch=24)(element=6266) loss = 0.002 error progress = 2.22922% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.15884% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.10375% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.05784% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 2.01774% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.98548% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.95815% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.93267% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.91019% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.88949% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.87154% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.85479% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.8387% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.82367% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.81035% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.79774% +completion: 76% (epoch=152)(element=6266) loss = 0.003 error progress = 1.78428% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.77269% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.7612% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.7509% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.74% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.73005% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.71967% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.94% +#FPplusFN=2089 +minError=201 minErrorIndex=1 globalThreshold =-1.1786834580081 +metrics area_roc = 92.56% +(beta) metrics area_precision_recall = 72.99% + +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 = 25 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,548 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus400_hl2_time1524195551 + +$$$ hidden_units = 5 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.058 error progress = 4.78142% +completion: 8% (epoch=16)(element=6266) loss = 0.063 error progress = 4.69741% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 4.63156% +completion: 16% (epoch=32)(element=6266) loss = 0.097 error progress = 4.56697% +completion: 20% (epoch=40)(element=6266) loss = 0.2 error progress = 4.51545% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 4.47893% +completion: 28% (epoch=56)(element=6266) loss = 0.008 error progress = 4.45074% +completion: 32% (epoch=64)(element=6266) loss = 0.006 error progress = 4.42937% +completion: 36% (epoch=72)(element=6266) loss = 0.056 error progress = 4.4123% +completion: 40% (epoch=80)(element=6266) loss = 0.005 error progress = 4.39761% +completion: 44% (epoch=88)(element=6266) loss = 0.119 error progress = 4.38427% +completion: 48% (epoch=96)(element=6266) loss = 0.008 error progress = 4.37462% +completion: 52% (epoch=104)(element=6266) loss = 0.076 error progress = 4.36648% +completion: 56% (epoch=112)(element=6266) loss = 0.18 error progress = 4.3592% +completion: 60% (epoch=120)(element=6266) loss = 0.195 error progress = 4.35398% +completion: 64% (epoch=128)(element=6266) loss = 0.019 error progress = 4.34651% +completion: 68% (epoch=136)(element=6266) loss = 0.088 error progress = 4.34095% +completion: 72% (epoch=144)(element=6266) loss = 0.021 error progress = 4.3357% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 4.33058% +completion: 80% (epoch=160)(element=6266) loss = 0.011 error progress = 4.32578% +completion: 84% (epoch=168)(element=6266) loss = 0.048 error progress = 4.32144% +completion: 88% (epoch=176)(element=6266) loss = 0.108 error progress = 4.31634% +completion: 92% (epoch=184)(element=6266) loss = 0.08 error progress = 4.31313% +completion: 96% (epoch=192)(element=6266) loss = 0.003 error progress = 4.3102% +completion: 100% (epoch=200)(element=6266) loss = 0.007 error progress = 4.30898% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 75.3% +ATTENTION: all the predictions are FALSE +#FPplusFN=2089 +minError=513 minErrorIndex=1 globalThreshold =-1.2509811394918 +metrics area_roc = 73.18% +(beta) metrics area_precision_recall = 32.52% + +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 = -1, best = +1] +f1_score = 0 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus5_hl3_time1524195783 + +$$$ hidden_units = 10 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 4.62323% +completion: 8% (epoch=16)(element=6266) loss = 0.068 error progress = 4.3396% +completion: 12% (epoch=24)(element=6266) loss = 0.007 error progress = 4.21242% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 4.14376% +completion: 20% (epoch=40)(element=6266) loss = 0.03 error progress = 4.09595% +completion: 24% (epoch=48)(element=6266) loss = 0.184 error progress = 4.05701% +completion: 28% (epoch=56)(element=6266) loss = 0.005 error progress = 3.99066% +completion: 32% (epoch=64)(element=6266) loss = 0.006 error progress = 3.9234% +completion: 36% (epoch=72)(element=6266) loss = 0.005 error progress = 3.85966% +completion: 40% (epoch=80)(element=6266) loss = 0.005 error progress = 3.80845% +completion: 44% (epoch=88)(element=6266) loss = 0.012 error progress = 3.76669% +completion: 48% (epoch=96)(element=6266) loss = 0.338 error progress = 3.73161% +completion: 52% (epoch=104)(element=6266) loss = 0.008 error progress = 3.70465% +completion: 56% (epoch=112)(element=6266) loss = 0.005 error progress = 3.68114% +completion: 60% (epoch=120)(element=6266) loss = 0.008 error progress = 3.65869% +completion: 64% (epoch=128)(element=6266) loss = 0.221 error progress = 3.6414% +completion: 68% (epoch=136)(element=6266) loss = 0.005 error progress = 3.62509% +completion: 72% (epoch=144)(element=6266) loss = 0.008 error progress = 3.61326% +completion: 76% (epoch=152)(element=6266) loss = 0.008 error progress = 3.60163% +completion: 80% (epoch=160)(element=6266) loss = 0.005 error progress = 3.59306% +completion: 84% (epoch=168)(element=6266) loss = 0.005 error progress = 3.58331% +completion: 88% (epoch=176)(element=6266) loss = 0.011 error progress = 3.5749% +completion: 92% (epoch=184)(element=6266) loss = 0.011 error progress = 3.56781% +completion: 96% (epoch=192)(element=6266) loss = 0.008 error progress = 3.56181% +completion: 100% (epoch=200)(element=6266) loss = 0.007 error progress = 3.55558% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 76.5% +#FPplusFN=2089 +minError=437 minErrorIndex=1 globalThreshold =-0.8359155098794 +metrics area_roc = 83.18% +(beta) metrics area_precision_recall = 31.02% + +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 = 441 / 516 (truth == 1) & (prediction < threshold) + TP = 75 / 516 (truth == 1) & (prediction >= threshold) + + FP = 50 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,523 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.21 :::: + +accuracy = 0.76 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.23 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus10_hl3_time1524196020 + +$$$ hidden_units = 25 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 3.57734% +completion: 8% (epoch=16)(element=6266) loss = 0.101 error progress = 3.26736% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 3.12196% +completion: 16% (epoch=32)(element=6266) loss = 0.024 error progress = 3.03638% +completion: 20% (epoch=40)(element=6266) loss = 0.007 error progress = 2.9805% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.94243% +completion: 28% (epoch=56)(element=6266) loss = 0.007 error progress = 2.90338% +completion: 32% (epoch=64)(element=6266) loss = 0.014 error progress = 2.87861% +completion: 36% (epoch=72)(element=6266) loss = 0.037 error progress = 2.86054% +completion: 40% (epoch=80)(element=6266) loss = 0.041 error progress = 2.83969% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 2.81732% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 2.79971% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 2.7835% +completion: 56% (epoch=112)(element=6266) loss = 0.007 error progress = 2.77196% +completion: 60% (epoch=120)(element=6266) loss = 0.007 error progress = 2.75717% +completion: 64% (epoch=128)(element=6266) loss = 0.005 error progress = 2.74489% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 2.73402% +completion: 72% (epoch=144)(element=6266) loss = 0.006 error progress = 2.72325% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 2.71317% +completion: 80% (epoch=160)(element=6266) loss = 0.006 error progress = 2.70494% +completion: 84% (epoch=168)(element=6266) loss = 0.004 error progress = 2.6961% +completion: 88% (epoch=176)(element=6266) loss = 0.023 error progress = 2.68913% +completion: 92% (epoch=184)(element=6266) loss = 0.004 error progress = 2.6817% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 2.6746% +completion: 100% (epoch=200)(element=6266) loss = 0.003 error progress = 2.66801% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 81.76% +#FPplusFN=2089 +minError=297 minErrorIndex=1 globalThreshold =-1.3555340092447 +metrics area_roc = 87.93% +(beta) metrics area_precision_recall = 55.83% + +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 = 307 / 516 (truth == 1) & (prediction < threshold) + TP = 209 / 516 (truth == 1) & (prediction >= threshold) + + FP = 74 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,499 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.45 :::: + +accuracy = 0.82 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.52 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus25_hl3_time1524196270 + +$$$ hidden_units = 50 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.082 error progress = 3.1243% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.90512% +completion: 12% (epoch=24)(element=6266) loss = 0.088 error progress = 2.8031% +completion: 16% (epoch=32)(element=6266) loss = 0.003 error progress = 2.72007% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.65955% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 2.61004% +completion: 28% (epoch=56)(element=6266) loss = 0.009 error progress = 2.5714% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 2.53351% +completion: 36% (epoch=72)(element=6266) loss = 0.011 error progress = 2.49988% +completion: 40% (epoch=80)(element=6266) loss = 0.009 error progress = 2.46947% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 2.44419% +completion: 48% (epoch=96)(element=6266) loss = 0.006 error progress = 2.42219% +completion: 52% (epoch=104)(element=6266) loss = 0.011 error progress = 2.39989% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 2.38199% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 2.36667% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 2.35321% +completion: 68% (epoch=136)(element=6266) loss = 0.003 error progress = 2.3407% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 2.32884% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 2.31662% +completion: 80% (epoch=160)(element=6266) loss = 0.006 error progress = 2.30526% +completion: 84% (epoch=168)(element=6266) loss = 0.005 error progress = 2.29471% +completion: 88% (epoch=176)(element=6266) loss = 0.01 error progress = 2.28567% +completion: 92% (epoch=184)(element=6266) loss = 0.012 error progress = 2.27888% +completion: 96% (epoch=192)(element=6266) loss = 0.007 error progress = 2.27318% +completion: 100% (epoch=200)(element=6266) loss = 0.003 error progress = 2.26794% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.07% +#FPplusFN=2089 +minError=229 minErrorIndex=1 globalThreshold =-1.3104198785626 +metrics area_roc = 91.02% +(beta) metrics area_precision_recall = 67.48% + +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 = 254 / 516 (truth == 1) & (prediction < threshold) + TP = 262 / 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 = +0.6 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.64 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus50_hl3_time1524196569 + +$$$ hidden_units = 75 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.043 error progress = 2.94616% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.71159% +completion: 12% (epoch=24)(element=6266) loss = 0.01 error progress = 2.58114% +completion: 16% (epoch=32)(element=6266) loss = 0.005 error progress = 2.49698% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.43715% +completion: 24% (epoch=48)(element=6266) loss = 0.037 error progress = 2.38984% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.35172% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.3197% +completion: 36% (epoch=72)(element=6266) loss = 0.01 error progress = 2.29044% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 2.26736% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 2.24739% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 2.23196% +completion: 52% (epoch=104)(element=6266) loss = 0.01 error progress = 2.21494% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 2.19985% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 2.18726% +completion: 64% (epoch=128)(element=6266) loss = 0.006 error progress = 2.17537% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 2.16824% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 2.15851% +completion: 76% (epoch=152)(element=6266) loss = 0.004 error progress = 2.15096% +completion: 80% (epoch=160)(element=6266) loss = 0.008 error progress = 2.14087% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 2.13351% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 2.12665% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 2.11891% +completion: 96% (epoch=192)(element=6266) loss = 0.009 error progress = 2.11193% +completion: 100% (epoch=200)(element=6266) loss = 0.007 error progress = 2.10559% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.5% +#FPplusFN=2089 +minError=218 minErrorIndex=1 globalThreshold =-1.3535727583926 +metrics area_roc = 91.8% +(beta) metrics area_precision_recall = 69.84% + +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 = 250 / 516 (truth == 1) & (prediction < threshold) + TP = 266 / 516 (truth == 1) & (prediction >= threshold) + + FP = 32 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,541 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.61 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.65 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus75_hl3_time1524196935 + +$$$ hidden_units = 100 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.90598% +completion: 8% (epoch=16)(element=6266) loss = 0.007 error progress = 2.67859% +completion: 12% (epoch=24)(element=6266) loss = 0.006 error progress = 2.55177% +completion: 16% (epoch=32)(element=6266) loss = 0.003 error progress = 2.46448% +completion: 20% (epoch=40)(element=6266) loss = 0.002 error progress = 2.40023% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.35317% +completion: 28% (epoch=56)(element=6266) loss = 0.003 error progress = 2.31561% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.28578% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 2.25659% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 2.23136% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 2.21208% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 2.19295% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 2.17558% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 2.15861% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 2.14636% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 2.13444% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 2.12093% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 2.10822% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 2.09681% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 2.0865% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 2.07497% +completion: 88% (epoch=176)(element=6266) loss = 0.003 error progress = 2.06424% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 2.05449% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 2.04429% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 2.03686% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.98% +#FPplusFN=2089 +minError=232 minErrorIndex=1 globalThreshold =-0.97765096562559 +metrics area_roc = 91.1% +(beta) metrics area_precision_recall = 67.34% + +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 = 239 / 516 (truth == 1) & (prediction < threshold) + TP = 277 / 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 = +0.63 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus100_hl3_time1524197379 + +$$$ hidden_units = 125 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.006 error progress = 2.84469% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.61254% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.48924% +completion: 16% (epoch=32)(element=6266) loss = 0.009 error progress = 2.41295% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.34949% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.30047% +completion: 28% (epoch=56)(element=6266) loss = 0.004 error progress = 2.25997% +completion: 32% (epoch=64)(element=6266) loss = 0.003 error progress = 2.22788% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.20171% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 2.17772% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 2.15686% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 2.13796% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 2.12191% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 2.10573% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 2.09068% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 2.07775% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 2.06526% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 2.05647% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 2.04666% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 2.03592% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 2.02531% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 2.01638% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 2.00629% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.99793% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.99114% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 86.31% +#FPplusFN=2089 +minError=207 minErrorIndex=1 globalThreshold =-1.0188759087651 +metrics area_roc = 91.66% +(beta) metrics area_precision_recall = 73.25% + +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 = 271 / 516 (truth == 1) & (prediction < threshold) + TP = 245 / 516 (truth == 1) & (prediction >= threshold) + + FP = 15 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,558 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.61 :::: + +accuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.63 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus125_hl3_time1524197925 + +$$$ hidden_units = 150 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.002 error progress = 2.77275% +completion: 8% (epoch=16)(element=6266) loss = 0.003 error progress = 2.55195% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.43572% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 2.36166% +completion: 20% (epoch=40)(element=6266) loss = 0.004 error progress = 2.30343% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 2.26024% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.2215% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.18704% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.15655% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 2.12895% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 2.10637% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 2.08603% +completion: 52% (epoch=104)(element=6266) loss = 0.002 error progress = 2.06579% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 2.04967% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 2.03315% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 2.0178% +completion: 68% (epoch=136)(element=6266) loss = 0.003 error progress = 2.00317% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.99161% +completion: 76% (epoch=152)(element=6266) loss = 0.002 error progress = 1.98049% +completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 1.96899% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.95926% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 1.94903% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.93926% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.93005% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.92043% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.17% +#FPplusFN=2089 +minError=218 minErrorIndex=1 globalThreshold =-0.98718689853762 +metrics area_roc = 91.58% +(beta) metrics area_precision_recall = 72.2% + +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 = 247 / 516 (truth == 1) & (prediction < threshold) + TP = 269 / 516 (truth == 1) & (prediction >= threshold) + + FP = 21 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,552 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.63 :::: + +accuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus150_hl3_time1524198595 + +$$$ hidden_units = 175 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.017 error progress = 2.75595% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.52614% +completion: 12% (epoch=24)(element=6266) loss = 0.002 error progress = 2.40915% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.32913% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.26646% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 2.21875% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 2.1804% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.15036% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.12159% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 2.09762% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 2.07475% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 2.054% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 2.03497% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 2.01774% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 2.00463% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.98911% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 1.97632% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.96382% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.95179% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.94195% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.93078% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.92225% +completion: 92% (epoch=184)(element=6266) loss = 0.016 error progress = 1.91317% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.90364% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.89507% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.56% +#FPplusFN=2089 +minError=211 minErrorIndex=1 globalThreshold =-0.95328979671552 +metrics area_roc = 92.01% +(beta) metrics area_precision_recall = 71.16% + +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 = 210 / 516 (truth == 1) & (prediction < threshold) + TP = 306 / 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 = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus175_hl3_time1524199413 + +$$$ hidden_units = 200 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.04 error progress = 2.71968% +completion: 8% (epoch=16)(element=6266) loss = 0.003 error progress = 2.50301% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.38259% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.30597% +completion: 20% (epoch=40)(element=6266) loss = 0.002 error progress = 2.24893% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.20104% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.16062% +completion: 32% (epoch=64)(element=6266) loss = 0.004 error progress = 2.12693% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.09699% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 2.07065% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 2.04835% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 2.02872% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 2.01203% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.99485% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.97892% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.9637% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.95057% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 1.93711% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.92679% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.91622% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 1.90653% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.89834% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.8894% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.88117% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.87291% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.22% +#FPplusFN=2089 +minError=207 minErrorIndex=1 globalThreshold =-1.0318606233252 +metrics area_roc = 91.64% +(beta) metrics area_precision_recall = 73.52% + +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 = 24 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,549 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus200_hl3_time1524203417 + +$$$ hidden_units = 225 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.003 error progress = 2.68138% +completion: 8% (epoch=16)(element=6266) loss = 0.003 error progress = 2.4729% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.3653% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.28766% +completion: 20% (epoch=40)(element=6266) loss = 0.005 error progress = 2.23037% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.18646% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 2.14863% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.1156% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.08805% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 2.06522% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 2.04438% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 2.02528% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 2.00784% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.99068% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 1.97441% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.96069% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.94751% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.93392% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.92178% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.90993% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.89902% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.88905% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.87882% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.86916% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.8596% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.08% +#FPplusFN=2089 +minError=212 minErrorIndex=1 globalThreshold =-1.0007919334073 +metrics area_roc = 92.04% +(beta) metrics area_precision_recall = 73.25% + +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 = 19 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,554 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus225_hl3_time1524207668 + +$$$ hidden_units = 250 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.002 error progress = 2.65298% +completion: 8% (epoch=16)(element=6266) loss = 0.003 error progress = 2.44927% +completion: 12% (epoch=24)(element=6266) loss = 0.004 error progress = 2.33828% +completion: 16% (epoch=32)(element=6266) loss = 0.004 error progress = 2.26754% +completion: 20% (epoch=40)(element=6266) loss = 0.003 error progress = 2.21331% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.17108% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 2.13441% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 2.10041% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 2.07308% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 2.04812% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 2.02713% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 2.00661% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.98825% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.97396% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.95881% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.94579% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.93251% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.91966% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.90734% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.89601% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.88561% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.87496% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.8659% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.85661% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.84807% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 87.98% +#FPplusFN=2089 +minError=222 minErrorIndex=1 globalThreshold =-1.0855412399777 +metrics area_roc = 91.77% +(beta) metrics area_precision_recall = 73.66% + +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 = 40 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus250_hl3_time1524211974 + +$$$ hidden_units = 275 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.003 error progress = 2.6666% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.45276% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.33221% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 2.2592% +completion: 20% (epoch=40)(element=6266) loss = 0.003 error progress = 2.20597% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.16091% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.12284% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.09103% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.06361% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 2.03713% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 2.01402% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.99187% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.97236% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.95738% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.94087% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.92492% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.91047% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.89831% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.88812% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.87718% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.86566% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 1.85557% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.84516% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.83505% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.82536% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.65% +#FPplusFN=2089 +minError=213 minErrorIndex=1 globalThreshold =-1.0419569482332 +metrics area_roc = 91.36% +(beta) metrics area_precision_recall = 72.74% + +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 = 207 / 516 (truth == 1) & (prediction < threshold) + TP = 309 / 516 (truth == 1) & (prediction >= threshold) + + FP = 30 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,543 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.68 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus275_hl3_time1524216601 + +$$$ hidden_units = 300 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.007 error progress = 2.63072% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.41421% +completion: 12% (epoch=24)(element=6266) loss = 0.004 error progress = 2.30457% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.23374% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.18134% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.13557% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.10087% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.06867% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.04065% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 2.01654% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.99323% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.97435% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.95492% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.9364% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.92105% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.90675% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.89205% +completion: 72% (epoch=144)(element=6266) loss = 0.004 error progress = 1.88027% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.86962% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.86012% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 1.85124% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.84135% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.83174% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.82312% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.81507% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.03% +#FPplusFN=2089 +minError=216 minErrorIndex=1 globalThreshold =-0.99047290091101 +metrics area_roc = 91.84% +(beta) metrics area_precision_recall = 72.67% + +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 = 220 / 516 (truth == 1) & (prediction < threshold) + TP = 296 / 516 (truth == 1) & (prediction >= threshold) + + FP = 30 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,543 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.66 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus300_hl3_time1524221343 + +$$$ hidden_units = 350 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.629% +completion: 8% (epoch=16)(element=6266) loss = 0.002 error progress = 2.42069% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.3032% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.22888% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.17118% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.12379% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 2.08521% +completion: 32% (epoch=64)(element=6266) loss = 0.003 error progress = 2.05244% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.02289% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.99922% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.97614% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.9543% +completion: 52% (epoch=104)(element=6266) loss = 0.002 error progress = 1.93572% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.91661% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.8995% +completion: 64% (epoch=128)(element=6266) loss = 0.002 error progress = 1.88408% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.87114% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.85749% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.84445% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.83183% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.82093% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.80937% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.79912% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.78947% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.78111% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 89.04% +#FPplusFN=2089 +minError=203 minErrorIndex=1 globalThreshold =-0.97653703056944 +metrics area_roc = 92% +(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 = 189 / 516 (truth == 1) & (prediction < threshold) + TP = 327 / 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 = +0.69 :::: + +accuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus350_hl3_time1524226767 + +$$$ hidden_units = 400 hidden_layers = 3 $$$ +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.58253% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.37891% +completion: 12% (epoch=24)(element=6266) loss = 0.002 error progress = 2.27005% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.19851% +completion: 20% (epoch=40)(element=6266) loss = 0.002 error progress = 2.14842% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.10132% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.06164% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.02872% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.00079% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.97616% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.95477% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.93348% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.91536% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.89776% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.88156% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.86777% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.85382% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.84115% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.82859% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.81797% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.80715% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.79651% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.78654% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.77654% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.76652% + + +### executeTest(perceptron, validation_patient_profile) + +Correct predictions = 88.22% +#FPplusFN=2089 +minError=209 minErrorIndex=1 globalThreshold =-1.0057897433659 +metrics area_roc = 92.57% +(beta) metrics area_precision_recall = 70.77% + +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 = 16 / 1,573 (truth == 0) & (prediction >= threshold) + TN = 1,557 / 1,573 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.67 :::: + +accuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +Saved model file: ./models/model_hus400_hl3_time1524233295 + +@ @ [1] AUPR = 45.75% MCC = 0.19 F1_score = 0.18 AUROC = 80.68% hidden units = 5 hidden layers = 1 @ @ +@ @ [2] AUPR = 59.63% MCC = 0.42 F1_score = 0.42 AUROC = 86.8% hidden units = 10 hidden layers = 1 @ @ +@ @ [3] AUPR = 68.25% MCC = 0.57 F1_score = 0.61 AUROC = 90.5% hidden units = 25 hidden layers = 1 @ @ +@ @ [4] AUPR = 71.15% MCC = 0.56 F1_score = 0.57 AUROC = 90.33% hidden units = 50 hidden layers = 1 @ @ +@ @ [5] AUPR = 70.74% MCC = 0.59 F1_score = 0.62 AUROC = 91.81% hidden units = 75 hidden layers = 1 @ @ +@ @ [6] AUPR = 71.96% MCC = 0.61 F1_score = 0.64 AUROC = 92.29% hidden units = 100 hidden layers = 1 @ @ +@ @ [7] AUPR = 73.07% MCC = 0.64 F1_score = 0.68 AUROC = 92.3% hidden units = 125 hidden layers = 1 @ @ +@ @ [8] AUPR = 71.46% MCC = 0.63 F1_score = 0.67 AUROC = 91.71% hidden units = 150 hidden layers = 1 @ @ +@ @ [9] AUPR = 72.82% MCC = 0.69 F1_score = 0.74 AUROC = 91.63% hidden units = 175 hidden layers = 1 @ @ +@ @ [10] AUPR = 72.51% MCC = 0.65 F1_score = 0.69 AUROC = 91.85% hidden units = 200 hidden layers = 1 @ @ +@ @ [11] AUPR = 71.79% MCC = 0.65 F1_score = 0.68 AUROC = 92.31% hidden units = 225 hidden layers = 1 @ @ +@ @ [12] AUPR = 72.9% MCC = 0.64 F1_score = 0.69 AUROC = 92.48% hidden units = 250 hidden layers = 1 @ @ +@ @ [13] AUPR = 72.42% MCC = 0.67 F1_score = 0.71 AUROC = 91.57% hidden units = 275 hidden layers = 1 @ @ +@ @ [14] AUPR = 70.38% MCC = 0.67 F1_score = 0.73 AUROC = 91.7% hidden units = 300 hidden layers = 1 @ @ +@ @ [15] AUPR = 74.07% MCC = 0.69 F1_score = 0.73 AUROC = 92.47% hidden units = 350 hidden layers = 1 @ @ +@ @ [16] AUPR = 73.04% MCC = 0.62 F1_score = 0.66 AUROC = 92.8% hidden units = 400 hidden layers = 1 @ @ +@ @ [17] AUPR = 37.68% MCC = 0.1 F1_score = 0.09 AUROC = 79.37% hidden units = 5 hidden layers = 2 @ @ +@ @ [18] AUPR = 53.44% MCC = 0.3 F1_score = 0.3 AUROC = 85.53% hidden units = 10 hidden layers = 2 @ @ +@ @ [19] AUPR = 66% MCC = 0.54 F1_score = 0.58 AUROC = 90.66% hidden units = 25 hidden layers = 2 @ @ +@ @ [20] AUPR = 67.74% MCC = 0.58 F1_score = 0.63 AUROC = 90.04% hidden units = 50 hidden layers = 2 @ @ +@ @ [21] AUPR = 71.23% MCC = 0.66 F1_score = 0.71 AUROC = 91.51% hidden units = 75 hidden layers = 2 @ @ +@ @ [22] AUPR = 72.82% MCC = 0.66 F1_score = 0.7 AUROC = 91.84% hidden units = 100 hidden layers = 2 @ @ +@ @ [23] AUPR = 73.75% MCC = 0.67 F1_score = 0.71 AUROC = 91.3% hidden units = 125 hidden layers = 2 @ @ +@ @ [24] AUPR = 70.75% MCC = 0.67 F1_score = 0.71 AUROC = 91.69% hidden units = 150 hidden layers = 2 @ @ +@ @ [25] AUPR = 71.77% MCC = 0.67 F1_score = 0.72 AUROC = 92.74% hidden units = 175 hidden layers = 2 @ @ +@ @ [26] AUPR = 70.8% MCC = 0.65 F1_score = 0.7 AUROC = 91.97% hidden units = 200 hidden layers = 2 @ @ +@ @ [27] AUPR = 70.5% MCC = 0.66 F1_score = 0.71 AUROC = 92.12% hidden units = 225 hidden layers = 2 @ @ +@ @ [28] AUPR = 72.82% MCC = 0.68 F1_score = 0.73 AUROC = 92.34% hidden units = 250 hidden layers = 2 @ @ +@ @ [29] AUPR = 73.73% MCC = 0.68 F1_score = 0.72 AUROC = 92.52% hidden units = 275 hidden layers = 2 @ @ +@ @ [30] AUPR = 72.34% MCC = 0.67 F1_score = 0.72 AUROC = 91.81% hidden units = 300 hidden layers = 2 @ @ +@ @ [31] AUPR = 72.75% MCC = 0.68 F1_score = 0.72 AUROC = 91.88% hidden units = 350 hidden layers = 2 @ @ +@ @ [32] AUPR = 72.99% MCC = 0.69 F1_score = 0.73 AUROC = 92.56% hidden units = 400 hidden layers = 2 @ @ +@ @ [33] AUPR = 32.52% MCC = -2 F1_score = 0 AUROC = 73.18% hidden units = 5 hidden layers = 3 @ @ +@ @ [34] AUPR = 31.02% MCC = 0.21 F1_score = 0.23 AUROC = 83.18% hidden units = 10 hidden layers = 3 @ @ +@ @ [35] AUPR = 55.83% MCC = 0.45 F1_score = 0.52 AUROC = 87.93% hidden units = 25 hidden layers = 3 @ @ +@ @ [36] AUPR = 67.48% MCC = 0.6 F1_score = 0.64 AUROC = 91.02% hidden units = 50 hidden layers = 3 @ @ +@ @ [37] AUPR = 69.84% MCC = 0.61 F1_score = 0.65 AUROC = 91.8% hidden units = 75 hidden layers = 3 @ @ +@ @ [38] AUPR = 67.34% MCC = 0.63 F1_score = 0.67 AUROC = 91.1% hidden units = 100 hidden layers = 3 @ @ +@ @ [39] AUPR = 73.25% MCC = 0.61 F1_score = 0.63 AUROC = 91.66% hidden units = 125 hidden layers = 3 @ @ +@ @ [40] AUPR = 72.2% MCC = 0.63 F1_score = 0.67 AUROC = 91.58% hidden units = 150 hidden layers = 3 @ @ +@ @ [41] AUPR = 71.16% MCC = 0.68 F1_score = 0.72 AUROC = 92.01% hidden units = 175 hidden layers = 3 @ @ +@ @ [42] AUPR = 73.52% MCC = 0.67 F1_score = 0.71 AUROC = 91.64% hidden units = 200 hidden layers = 3 @ @ +@ @ [43] AUPR = 73.25% MCC = 0.66 F1_score = 0.7 AUROC = 92.04% hidden units = 225 hidden layers = 3 @ @ +@ @ [44] AUPR = 73.66% MCC = 0.66 F1_score = 0.71 AUROC = 91.77% hidden units = 250 hidden layers = 3 @ @ +@ @ [45] AUPR = 72.74% MCC = 0.68 F1_score = 0.72 AUROC = 91.36% hidden units = 275 hidden layers = 3 @ @ +@ @ [46] AUPR = 72.67% MCC = 0.66 F1_score = 0.7 AUROC = 91.84% hidden units = 300 hidden layers = 3 @ @ +@ @ [47] AUPR = 72.82% MCC = 0.69 F1_score = 0.74 AUROC = 92% hidden units = 350 hidden layers = 3 @ @ +@ @ [48] AUPR = 70.77% MCC = 0.67 F1_score = 0.7 AUROC = 92.57% hidden units = 400 hidden layers = 3 @ @ + +modelFileVect[9] +modelFileToLoad =./models/model_hus175_hl1_time1524155297 + + +### executeTest(loadedModel, test_patient_profile) + +Correct predictions = 90.09% +#FPplusFN=2088 +minError=176 minErrorIndex=1 globalThreshold =-1.3430681406412 +metrics area_roc = 94.92% +(beta) metrics area_precision_recall = 74.96% + +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 = 174 / 535 (truth == 1) & (prediction < threshold) + TP = 361 / 535 (truth == 1) & (prediction >= threshold) + + FP = 33 / 1,553 (truth == 0) & (prediction >= threshold) + TN = 1,520 / 1,553 (truth == 0) & (prediction < threshold) + + +:::: Matthews correlation coefficient = +0.73 :::: + +accuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1] +f1_score = 0.78 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1] +':':':':' lastMCC = 0.73 lastF1score = 0.78 ':':':':' +command: rm ./models/model_hus5_hl1_time1524153423 +command: rm ./models/model_hus10_hl1_time1524153571 +command: rm ./models/model_hus25_hl1_time1524153721 +command: rm ./models/model_hus50_hl1_time1524153896 +command: rm ./models/model_hus75_hl1_time1524154094 +command: rm ./models/model_hus100_hl1_time1524154327 +command: rm ./models/model_hus125_hl1_time1524154603 +command: rm ./models/model_hus150_hl1_time1524154923 +command: rm ./models/model_hus175_hl1_time1524155297 +command: rm ./models/model_hus200_hl1_time1524155731 +command: rm ./models/model_hus225_hl1_time1524156220 +command: rm ./models/model_hus250_hl1_time1524156784 +command: rm ./models/model_hus275_hl1_time1524157430 +command: rm ./models/model_hus300_hl1_time1524158162 +command: rm ./models/model_hus350_hl1_time1524162019 +command: rm ./models/model_hus400_hl1_time1524166175 +command: rm ./models/model_hus5_hl2_time1524166354 +command: rm ./models/model_hus10_hl2_time1524166548 +command: rm ./models/model_hus25_hl2_time1524166760 +command: rm ./models/model_hus50_hl2_time1524166998 +command: rm ./models/model_hus75_hl2_time1524167280 +command: rm ./models/model_hus100_hl2_time1524167624 +command: rm ./models/model_hus125_hl2_time1524168035 +command: rm ./models/model_hus150_hl2_time1524168533 +command: rm ./models/model_hus175_hl2_time1524169125 +command: rm ./models/model_hus200_hl2_time1524169829 +command: rm ./models/model_hus225_hl2_time1524173622 +command: rm ./models/model_hus250_hl2_time1524177615 +command: rm ./models/model_hus275_hl2_time1524181728 +command: rm ./models/model_hus300_hl2_time1524186008 +command: rm ./models/model_hus350_hl2_time1524190637 +command: rm ./models/model_hus400_hl2_time1524195551 +command: rm ./models/model_hus5_hl3_time1524195783 +command: rm ./models/model_hus10_hl3_time1524196020 +command: rm ./models/model_hus25_hl3_time1524196270 +command: rm ./models/model_hus50_hl3_time1524196569 +command: rm ./models/model_hus75_hl3_time1524196935 +command: rm ./models/model_hus100_hl3_time1524197379 +command: rm ./models/model_hus125_hl3_time1524197925 +command: rm ./models/model_hus150_hl3_time1524198595 +command: rm ./models/model_hus175_hl3_time1524199413 +command: rm ./models/model_hus200_hl3_time1524203417 +command: rm ./models/model_hus225_hl3_time1524207668 +command: rm ./models/model_hus250_hl3_time1524211974 +command: rm ./models/model_hus275_hl3_time1524216601 +command: rm ./models/model_hus300_hl3_time1524221343 +command: rm ./models/model_hus350_hl3_time1524226767 +command: rm ./models/model_hus400_hl3_time1524233295 + +duration complete execution: 80,013 seconds +duration complete execution: 00 days, 22 hours, 13 minutes, 33 seconds