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--- a +++ b/results/2018-04-19_rand997_XavierInit @@ -0,0 +1,2696 @@ +Your job 652724 ("th") has been submitted +[0m + + @ @ @ @ @ @ START @ @ @ @ @ @ @ [0m +[0mfile: script_start.lua[0m +[0mauthor Davide Chicco <davide.chicco@gmail.com>[0m +[0mThu Apr 19 11:53:28 2018[0m +[0mReadin' ../data/LungCancerDataset_AllRecords_NORM.csv[0m +[0m +OPTIM_PACKAGE = true[0m +[0mXAVIER_INITIALIZATION = true[0m +[0mDROPOUT_FLAG = false[0m +[0mMOMENTUM_ALPHA = 0.5[0m +[0mMOMENTUM = false[0m +[0mLEARN_RATE = 0.01[0m +[0mITERATIONS = 200[0m +[0mNumber of value profiles (rows) = 10443[0m +[0mNumber features (columns) = 27[0m +[0mNumber of targets (rows) = 10443[0m +[0m#patients_vett = 10443[0m +[0m +training_set_size = 6266[0m +[0mvalidation_set_size = 2089[0m +[0mtest_set_size = 2088 +[0m +[0m$$$ hidden_units = 5 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.34696% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 2.21281% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.1528% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.11588% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.0891% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.06866% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.05238% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 2.03905% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 2.02802% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 2.01868% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 2.01068% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 2.00386% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.99801% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 1.99286% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.98824% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.98419% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.98047% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.97696% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.97371% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.97074% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.96803% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.96551% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 1.9631% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.96089% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.95886% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.41%[0m +[0m#FPplusFN=2089[0m +[0mminError=237 minErrorIndex=1 globalThreshold =-1.5018479445626[0m +[0mmetrics area_roc = 90.92%[0m +[0m(beta) metrics area_precision_recall = 69.05%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 238 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 278 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 25 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,548 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.64 :::: +[0m +[0maccuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.68 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus5_hl1_time1524153303 +[0m +[0m$$$ hidden_units = 10 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.002 error progress = 2.29509% +completion: 8% (epoch=16)(element=6266) loss = 0.002 error progress = 2.11448% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 2.01085% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.9375% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.88517% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.8469% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.81803% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.79353% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.77303% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.75521% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.73979% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.72628% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.7133% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.70153% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.6905% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.68016% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 1.67081% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.66192% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.65383% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.64631% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.63963% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.63333% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.62738% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.62173% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.61637% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.98%[0m +[0m#FPplusFN=2089[0m +[0mminError=197 minErrorIndex=1 globalThreshold =-2.0824890287157[0m +[0mmetrics area_roc = 92.68%[0m +[0m(beta) metrics area_precision_recall = 73.91%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 222 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 294 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 29 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,544 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.66 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus10_hl1_time1524153400 +[0m +[0m$$$ hidden_units = 25 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.14961% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.98336% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.88769% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.82636% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.78022% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.74201% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.71081% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.6835% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.65919% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.63585% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.61462% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.59456% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.57507% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.55652% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.53831% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.52189% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.5067% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.49245% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.47872% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.4657% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.45335% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.44121% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.42999% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.41913% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.40894% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.89%[0m +[0m#FPplusFN=2089[0m +[0mminError=237 minErrorIndex=1 globalThreshold =-2.6265440003464[0m +[0mmetrics area_roc = 89.47%[0m +[0m(beta) metrics area_precision_recall = 66.63%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 198 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 318 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 55 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,518 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.65 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus25_hl1_time1524153501 +[0m +[0m$$$ hidden_units = 50 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.15822% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.98803% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.88155% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.80096% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.73558% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.68033% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.63173% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.58807% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 1.54879% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.51156% +completion: 44% (epoch=88)(element=6266) loss = 0.003 error progress = 1.47688% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.44637% +completion: 52% (epoch=104)(element=6266) loss = 0.003 error progress = 1.4182% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 1.39119% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 1.36655% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.34284% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.31933% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.29719% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.27667% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.25752% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.2397% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.22237% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.2055% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.18937% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.17359% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.03%[0m +[0m#FPplusFN=2089[0m +[0mminError=230 minErrorIndex=1 globalThreshold =-3.3889505278292[0m +[0mmetrics area_roc = 87.16%[0m +[0m(beta) metrics area_precision_recall = 65.64%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 237 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 279 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 34 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,539 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.63 :::: +[0m +[0maccuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.67 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus50_hl1_time1524153622 +[0m +[0m$$$ hidden_units = 75 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.14808% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 1.95673% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.83954% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.7558% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.69015% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.63674% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.5883% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.54275% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.50006% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.45758% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.41477% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.3754% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.33911% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.30524% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.27201% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.23927% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.20785% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.17695% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.14865% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 1.12109% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.09441% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.07013% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.04658% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.0244% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 1.00353% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.41%[0m +[0m#FPplusFN=2089[0m +[0mminError=255 minErrorIndex=1 globalThreshold =-4.2298646877656[0m +[0mmetrics area_roc = 85.41%[0m +[0m(beta) metrics area_precision_recall = 62.77%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 216 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 300 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 47 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.64 :::: +[0m +[0maccuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus75_hl1_time1524153770 +[0m +[0m$$$ hidden_units = 100 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11197% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92627% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.80668% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 1.71603% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.64039% +completion: 24% (epoch=48)(element=6266) loss = 0.003 error progress = 1.57584% +completion: 28% (epoch=56)(element=6266) loss = 0.003 error progress = 1.51544% +completion: 32% (epoch=64)(element=6266) loss = 0.003 error progress = 1.45987% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 1.4076% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.3583% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.31103% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.26543% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.22352% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.18359% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.14582% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.11022% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.07807% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.04789% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 1.0197% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.99284% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.96784% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 0.944% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.92128% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.89974% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.87936% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.65%[0m +[0m#FPplusFN=2089[0m +[0mminError=233 minErrorIndex=1 globalThreshold =-2.6186365230163[0m +[0mmetrics area_roc = 87.74%[0m +[0m(beta) metrics area_precision_recall = 63.83%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 212 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 304 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 46 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,527 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.65 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus100_hl1_time1524153947 +[0m +[0m$$$ hidden_units = 125 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13157% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9475% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82927% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.7391% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.66094% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.58949% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.52344% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.45928% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.39649% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.33764% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.2822% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.23336% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.19093% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.14988% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.11263% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.07704% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.04277% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 1.01172% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.98209% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.95512% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.92957% +completion: 88% (epoch=176)(element=6266) loss = 0.002 error progress = 0.90526% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 0.88258% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.86009% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.83868% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.46%[0m +[0m#FPplusFN=2089[0m +[0mminError=247 minErrorIndex=1 globalThreshold =-2.9366740735503[0m +[0mmetrics area_roc = 87.69%[0m +[0m(beta) metrics area_precision_recall = 66%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 220 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 296 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 42 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,531 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.64 :::: +[0m +[0maccuracy = 0.87 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.69 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus125_hl1_time1524154155 +[0m +[0m$$$ hidden_units = 150 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.11351% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.9328% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81083% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.71327% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.63029% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.5527% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.47846% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.41018% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.34638% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.28807% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.23244% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.18232% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.13594% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.0937% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 1.05353% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 1.01512% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.97958% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.94607% +completion: 76% (epoch=152)(element=6266) loss = 0.002 error progress = 0.91657% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.88822% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 0.86137% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.83574% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.81245% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.79043% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.7697% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.99%[0m +[0m#FPplusFN=2089[0m +[0mminError=217 minErrorIndex=1 globalThreshold =-2.4409830076608[0m +[0mmetrics area_roc = 87.98%[0m +[0m(beta) metrics area_precision_recall = 68.6%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 210 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 306 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 20 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,553 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus150_hl1_time1524154407 +[0m +[0m$$$ hidden_units = 175 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.13343% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.95387% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82776% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.72655% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.63937% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.55943% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.4824% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.40768% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.33958% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.27477% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.21482% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.15961% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.11015% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.06415% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.02131% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.98215% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.94651% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.9119% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.88105% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.85074% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.82268% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.79634% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.77164% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.74805% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.72614% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.27%[0m +[0m#FPplusFN=2089[0m +[0mminError=227 minErrorIndex=1 globalThreshold =-2.3124327756156[0m +[0mmetrics area_roc = 88.68%[0m +[0m(beta) metrics area_precision_recall = 66.75%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 204 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 312 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 41 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,532 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.67 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus175_hl1_time1524154706 +[0m +[0m$$$ hidden_units = 200 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10102% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 1.91155% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78679% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68657% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.59665% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.51491% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.43471% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.35692% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.28371% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.21834% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.16277% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.11292% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.0661% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.02396% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.98382% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.94733% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.91311% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.88164% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.85174% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.82355% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.79704% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.77223% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.74849% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.72691% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.70653% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 86.02%[0m +[0m#FPplusFN=2089[0m +[0mminError=235 minErrorIndex=1 globalThreshold =-2.2546698142773[0m +[0mmetrics area_roc = 88.58%[0m +[0m(beta) metrics area_precision_recall = 64.87%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 247 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 269 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 45 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,528 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.59 :::: +[0m +[0maccuracy = 0.86 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.65 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus200_hl1_time1524155059 +[0m +[0m$$$ hidden_units = 225 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10076% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91399% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78861% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.68673% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.59518% +completion: 24% (epoch=48)(element=6266) loss = 0.003 error progress = 1.5106% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.42882% +completion: 32% (epoch=64)(element=6266) loss = 0.004 error progress = 1.35036% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.27657% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.20905% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.14967% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.09657% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.04801% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.00479% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.96308% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.92488% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 0.89015% +completion: 72% (epoch=144)(element=6266) loss = 0.003 error progress = 0.85749% +completion: 76% (epoch=152)(element=6266) loss = 0.005 error progress = 0.82694% +completion: 80% (epoch=160)(element=6266) loss = 0.004 error progress = 0.79847% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 0.77203% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.74679% +completion: 92% (epoch=184)(element=6266) loss = 0.002 error progress = 0.72291% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.70043% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.67964% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.7%[0m +[0m#FPplusFN=2089[0m +[0mminError=235 minErrorIndex=1 globalThreshold =-2.5001904782627[0m +[0mmetrics area_roc = 88.97%[0m +[0m(beta) metrics area_precision_recall = 65.92%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 208 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 308 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 49 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,524 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.65 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus225_hl1_time1524155471 +[0m +[0m$$$ hidden_units = 250 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.1023% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91153% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78443% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.68297% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.5921% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.50596% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.42188% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.34199% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.26687% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.19995% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.14225% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.08941% +completion: 52% (epoch=104)(element=6266) loss = 0.002 error progress = 1.04231% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 0.99636% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.95582% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.91678% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.88115% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.84872% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.81725% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.78806% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.76076% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.73486% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.71082% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.68824% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.66673% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.32%[0m +[0m#FPplusFN=2089[0m +[0mminError=223 minErrorIndex=1 globalThreshold =-3.1181986473542[0m +[0mmetrics area_roc = 88.16%[0m +[0m(beta) metrics area_precision_recall = 65.21%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 207 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 309 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 37 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.67 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus250_hl1_time1524155946 +[0m +[0m$$$ hidden_units = 275 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.09706% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90687% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78038% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.6787% +completion: 20% (epoch=40)(element=6266) loss = 0.002 error progress = 1.58765% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.50064% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.41523% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.33132% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.2543% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.18721% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.12831% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.07512% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.02642% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.98054% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.93827% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.89967% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.86353% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.83048% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.7998% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.77105% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.7443% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.71952% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.69647% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.67461% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.65426% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.08%[0m +[0m#FPplusFN=2089[0m +[0mminError=225 minErrorIndex=1 globalThreshold =-2.2592178685628[0m +[0mmetrics area_roc = 88.8%[0m +[0m(beta) metrics area_precision_recall = 68.04%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 213 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 303 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 36 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,537 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.66 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus275_hl1_time1524156490 +[0m +[0m$$$ hidden_units = 300 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.12035% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.92403% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.78945% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.67874% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.57906% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.48354% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.39377% +completion: 32% (epoch=64)(element=6266) loss = 0.003 error progress = 1.30694% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 1.22845% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.15929% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.10038% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.04688% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.99799% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.95158% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.90989% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.87114% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.83519% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.80202% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.77059% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.74209% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.71517% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.69015% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.66675% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.64477% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62412% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.65%[0m +[0m#FPplusFN=2089[0m +[0mminError=216 minErrorIndex=1 globalThreshold =-3.1675104540978[0m +[0mmetrics area_roc = 88.91%[0m +[0m(beta) metrics area_precision_recall = 67.93%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 222 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 294 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 36 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,537 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.65 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.7 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus300_hl1_time1524157106 +[0m +[0m$$$ hidden_units = 350 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.08971% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90191% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77209% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66454% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.56743% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.47264% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.37923% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.29166% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.21172% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.14347% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.08307% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.02741% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.97668% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.93082% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.88821% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.84935% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.81353% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.77996% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.74929% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.72075% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.6943% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.66958% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.64633% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.62493% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.60467% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.56%[0m +[0m#FPplusFN=2089[0m +[0mminError=237 minErrorIndex=1 globalThreshold =-2.413626581576[0m +[0mmetrics area_roc = 90.52%[0m +[0m(beta) metrics area_precision_recall = 65.4%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 197 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 319 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 42 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,531 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.67 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus350_hl1_time1524160847 +[0m +[0m$$$ hidden_units = 400 hidden_layers = 1 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10374% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90123% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7667% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.66096% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.56669% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.47581% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.38626% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.30107% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.22196% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.15289% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.09062% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.03474% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.98402% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.93785% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.89563% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.85638% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.82001% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.78747% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.7564% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.72786% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.70209% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.67759% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.65438% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.63286% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.61262% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.09%[0m +[0m#FPplusFN=2089[0m +[0mminError=211 minErrorIndex=1 globalThreshold =-2.3626612585548[0m +[0mmetrics area_roc = 90%[0m +[0m(beta) metrics area_precision_recall = 69.77%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 198 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 318 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 30 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,543 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus400_hl1_time1524164907 +[0m +[0m$$$ hidden_units = 5 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.007 error progress = 2.47745% +completion: 8% (epoch=16)(element=6266) loss = 0.003 error progress = 2.34525% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 2.25695% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 2.19673% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 2.14678% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 2.10403% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 2.06706% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 2.03607% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 2.01083% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.98939% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.97155% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.95673% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.94369% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.93251% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.92227% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.91238% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.90373% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.8949% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.88642% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.87913% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.87131% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.86293% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.85526% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.8471% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.83951% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.09%[0m +[0m#FPplusFN=2089[0m +[0mminError=209 minErrorIndex=1 globalThreshold =-1.047212874338[0m +[0mmetrics area_roc = 93.28%[0m +[0m(beta) metrics area_precision_recall = 74.54%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 197 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 319 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 31 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,542 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus5_hl2_time1524165017 +[0m +[0m$$$ hidden_units = 10 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.24761% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.07368% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.96423% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.89147% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.84181% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.80601% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.77667% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.75141% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.72893% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.70855% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.69032% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.67413% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.66077% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.64848% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.63623% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.62612% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.61669% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.60727% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.59834% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.58911% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.58106% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.57351% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.56627% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.55981% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.55321% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.04%[0m +[0m#FPplusFN=2089[0m +[0mminError=210 minErrorIndex=1 globalThreshold =-1.7634954513319[0m +[0mmetrics area_roc = 92.54%[0m +[0m(beta) metrics area_precision_recall = 74.46%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 195 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 321 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 34 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,539 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus10_hl2_time1524165131 +[0m +[0m$$$ hidden_units = 25 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.19303% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.00724% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.8904% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.81121% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.75596% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.71306% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.67864% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.6486% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.62265% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.60026% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.5799% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.56088% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.5437% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.52622% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.51149% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.49676% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.48389% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.47085% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.45919% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.44658% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.43423% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.42245% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.41061% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.3998% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.38832% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.99%[0m +[0m#FPplusFN=2089[0m +[0mminError=216 minErrorIndex=1 globalThreshold =-2.4272321483458[0m +[0mmetrics area_roc = 90.26%[0m +[0m(beta) metrics area_precision_recall = 64.28%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 195 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 321 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 35 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,538 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus25_hl2_time1524165256 +[0m +[0m$$$ hidden_units = 50 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13683% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.94143% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.82376% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.74273% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.68325% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.63039% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.5817% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.53769% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.4973% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.46044% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.42398% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.38763% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.35238% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.32113% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.29036% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.26058% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.2321% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.20504% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.17864% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.15469% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.13159% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.10895% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.0879% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 1.06713% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.04623% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.42%[0m +[0m#FPplusFN=2089[0m +[0mminError=230 minErrorIndex=1 globalThreshold =-2.6239972683595[0m +[0mmetrics area_roc = 87.42%[0m +[0m(beta) metrics area_precision_recall = 60.63%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 194 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 322 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 48 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,525 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.67 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus50_hl2_time1524165412 +[0m +[0m$$$ hidden_units = 75 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.10285% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90903% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.78506% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69695% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.62646% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.56577% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.50651% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.45479% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.40118% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.3467% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.29665% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.24839% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.20339% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.16245% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.12327% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.08663% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.05221% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.01811% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.98629% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.95726% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.93004% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.90422% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.87934% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.85603% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.83438% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 87.94%[0m +[0m#FPplusFN=2089[0m +[0mminError=236 minErrorIndex=1 globalThreshold =-2.2754725170967[0m +[0mmetrics area_roc = 88.9%[0m +[0m(beta) metrics area_precision_recall = 64.84%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 185 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 331 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 67 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,506 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.66 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.72 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus75_hl2_time1524165611 +[0m +[0m$$$ hidden_units = 100 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.08886% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88458% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.75373% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65383% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.56691% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.48618% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.40867% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.33591% +completion: 36% (epoch=72)(element=6266) loss = 0.003 error progress = 1.26915% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.20771% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.1534% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.10232% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.05457% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 1.01048% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.9688% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.93074% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.89433% +completion: 72% (epoch=144)(element=6266) loss = 0.003 error progress = 0.86125% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.82971% +completion: 80% (epoch=160)(element=6266) loss = 0.002 error progress = 0.79956% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 0.7729% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.7473% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.72331% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.70041% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.67936% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.95%[0m +[0m#FPplusFN=2089[0m +[0mminError=203 minErrorIndex=1 globalThreshold =-2.0852416858098[0m +[0mmetrics area_roc = 89.76%[0m +[0m(beta) metrics area_precision_recall = 62%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 169 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 347 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 41 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,532 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.72 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus100_hl2_time1524165863 +[0m +[0m$$$ hidden_units = 125 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.0845% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 1.87432% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.73925% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.63386% +completion: 20% (epoch=40)(element=6266) loss = 0.002 error progress = 1.53612% +completion: 24% (epoch=48)(element=6266) loss = 0.004 error progress = 1.44206% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.35533% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.27844% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.20818% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.14316% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.08453% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.03107% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.98249% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.93878% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.89783% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.86058% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.82564% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.7938% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.76413% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.737% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.71216% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.68849% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.66651% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.6463% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.62656% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.7%[0m +[0m#FPplusFN=2089[0m +[0mminError=225 minErrorIndex=1 globalThreshold =-2.1661556597605[0m +[0mmetrics area_roc = 88.67%[0m +[0m(beta) metrics area_precision_recall = 59.89%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 193 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 323 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 43 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,530 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.68 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus125_hl2_time1524166177 +[0m +[0m$$$ hidden_units = 150 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.07981% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88465% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7625% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65643% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.55718% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.45842% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.36452% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.28239% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.20893% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.14305% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.08099% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.02468% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.97417% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 0.92751% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.88491% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.84614% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 0.81031% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 0.7772% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.74628% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.71731% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 0.6914% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.66737% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.64506% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.62379% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.60383% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.28%[0m +[0m#FPplusFN=2089[0m +[0mminError=218 minErrorIndex=1 globalThreshold =-1.806252747747[0m +[0mmetrics area_roc = 89.87%[0m +[0m(beta) metrics area_precision_recall = 64.4%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 186 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 330 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 38 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.7 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus150_hl2_time1524166568 +[0m +[0m$$$ hidden_units = 175 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.08862% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.89745% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7641% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65044% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.5451% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.44015% +completion: 28% (epoch=56)(element=6266) loss = 0.005 error progress = 1.34054% +completion: 32% (epoch=64)(element=6266) loss = 0.002 error progress = 1.2518% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.17416% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.10436% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.03762% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.97932% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.92698% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.8797% +completion: 60% (epoch=120)(element=6266) loss = 0.002 error progress = 0.83691% +completion: 64% (epoch=128)(element=6266) loss = 0.003 error progress = 0.79814% +completion: 68% (epoch=136)(element=6266) loss = 0.002 error progress = 0.76218% +completion: 72% (epoch=144)(element=6266) loss = 0.002 error progress = 0.72925% +completion: 76% (epoch=152)(element=6266) loss = 0.003 error progress = 0.70003% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.67217% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.64697% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.62343% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.6016% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.58097% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.56156% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.99%[0m +[0m#FPplusFN=2089[0m +[0mminError=210 minErrorIndex=1 globalThreshold =-2.116494498524[0m +[0mmetrics area_roc = 88.62%[0m +[0m(beta) metrics area_precision_recall = 65.77%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 193 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 323 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 37 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus175_hl2_time1524167048 +[0m +[0m$$$ hidden_units = 200 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.08044% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.8654% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.72749% +completion: 16% (epoch=32)(element=6266) loss = 0.002 error progress = 1.61673% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.50749% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.39969% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.30311% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.22051% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.1478% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.0805% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.01909% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.96273% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.9117% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.86405% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.82198% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.78339% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.74922% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.71714% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.6878% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.66072% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.63558% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.61231% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.59061% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.57043% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.55155% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.56%[0m +[0m#FPplusFN=2089[0m +[0mminError=205 minErrorIndex=1 globalThreshold =-2.3671441485831[0m +[0mmetrics area_roc = 88.23%[0m +[0m(beta) metrics area_precision_recall = 70.2%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 192 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 324 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 26 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,547 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.71 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus200_hl2_time1524167626 +[0m +[0m$$$ hidden_units = 225 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.09227% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88262% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.74977% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.63663% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.53257% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.43007% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.32981% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.2391% +completion: 36% (epoch=72)(element=6266) loss = 0.002 error progress = 1.15798% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.08655% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 1.02206% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.96376% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.91135% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.86327% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.81958% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.77988% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.7438% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.71078% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.68091% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.65329% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.62784% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.60435% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.58266% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.56231% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.54296% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.56%[0m +[0m#FPplusFN=2089[0m +[0mminError=217 minErrorIndex=1 globalThreshold =-1.949699708911[0m +[0mmetrics area_roc = 89.51%[0m +[0m(beta) metrics area_precision_recall = 67.39%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 189 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 327 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 29 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,544 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.71 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus225_hl2_time1524171272 +[0m +[0m$$$ hidden_units = 250 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.0728% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.86353% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.7203% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.59883% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.47818% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.36231% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.25851% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.17055% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.09128% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.02181% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.95908% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.9025% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.85174% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.80588% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.76394% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.72672% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.69273% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.66195% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.63343% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.60739% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.58344% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.5613% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.5407% +completion: 96% (epoch=192)(element=6266) loss = 0.002 error progress = 0.52162% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.50419% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.8%[0m +[0m#FPplusFN=2089[0m +[0mminError=210 minErrorIndex=1 globalThreshold =-2.2891264362901[0m +[0mmetrics area_roc = 89.7%[0m +[0m(beta) metrics area_precision_recall = 68.55%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 1 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 01 seconds[0m +[0mTOTAL:[0m +[0m FN = 190 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 326 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 44 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,529 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.68 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus250_hl2_time1524175064 +[0m +[0m$$$ hidden_units = 275 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.06863% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.861% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.72427% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.60678% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.4891% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.37239% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.27066% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.1809% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.09926% +completion: 40% (epoch=80)(element=6266) loss = 0.002 error progress = 1.02607% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 0.96126% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 0.90217% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.84994% +completion: 56% (epoch=112)(element=6266) loss = 0.002 error progress = 0.8035% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.76157% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.72322% +completion: 68% (epoch=136)(element=6266) loss = 0.001 error progress = 0.68834% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.65682% +completion: 76% (epoch=152)(element=6266) loss = 0.003 error progress = 0.62823% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.60234% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.57856% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.55636% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.5357% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.51681% +completion: 100% (epoch=200)(element=6266) loss = 0.002 error progress = 0.49901% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.09%[0m +[0m#FPplusFN=2089[0m +[0mminError=203 minErrorIndex=1 globalThreshold =-1.9355759529343[0m +[0mmetrics area_roc = 89.72%[0m +[0m(beta) metrics area_precision_recall = 69.18%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 202 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 314 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 26 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,547 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus275_hl2_time1524179117 +[0m +[0m$$$ hidden_units = 300 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.08515% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.87428% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.73277% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.60756% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.48632% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.36389% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.2557% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.16363% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.0798% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.00594% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.94019% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.88243% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.83041% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.78425% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.74243% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.705% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.67101% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.64031% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.61186% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.58603% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.56234% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.54017% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.52009% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.50111% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.48393% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.56%[0m +[0m#FPplusFN=2089[0m +[0mminError=215 minErrorIndex=1 globalThreshold =-1.9371517585215[0m +[0mmetrics area_roc = 90.1%[0m +[0m(beta) metrics area_precision_recall = 51.9%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 180 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 336 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 38 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.71 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus300_hl2_time1524183418 +[0m +[0m$$$ hidden_units = 350 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.0692% +completion: 8% (epoch=16)(element=6266) loss = 0.001 error progress = 1.85665% +completion: 12% (epoch=24)(element=6266) loss = 0.001 error progress = 1.71591% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.59118% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.4663% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.34176% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.23255% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.13806% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.0544% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 0.97899% +completion: 44% (epoch=88)(element=6266) loss = 0.002 error progress = 0.91258% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.85398% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.80201% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.75548% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.71387% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.67685% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.64334% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.6133% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.58621% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.56109% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.53858% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.51764% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.49801% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.48003% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.46339% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.99%[0m +[0m#FPplusFN=2089[0m +[0mminError=212 minErrorIndex=1 globalThreshold =-2.0756212023125[0m +[0mmetrics area_roc = 90.33%[0m +[0m(beta) metrics area_precision_recall = 68.07%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 198 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 318 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 32 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,541 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus350_hl2_time1524187899 +[0m +[0m$$$ hidden_units = 400 hidden_layers = 2 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.07927% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.86942% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.71751% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.58404% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.45524% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.32842% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.21776% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.12276% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.03874% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 0.96468% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 0.89977% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.84183% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 0.79124% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.74593% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.70577% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.66895% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.63621% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.60642% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.57899% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.55392% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.53085% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.51006% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.49085% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.47301% +completion: 100% (epoch=200)(element=6266) loss = 0.001 error progress = 0.45658% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.99%[0m +[0m#FPplusFN=2089[0m +[0mminError=215 minErrorIndex=1 globalThreshold =-1.7367110702797[0m +[0mmetrics area_roc = 90.95%[0m +[0m(beta) metrics area_precision_recall = 69.48%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 195 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 321 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 35 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,538 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus400_hl2_time1524192657 +[0m +[0m$$$ hidden_units = 5 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.002 error progress = 2.62954% +completion: 8% (epoch=16)(element=6266) loss = 0.002 error progress = 2.38019% +completion: 12% (epoch=24)(element=6266) loss = 0.002 error progress = 2.25252% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 2.16725% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 2.10047% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 2.04943% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 2.00838% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.97478% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.94738% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.9246% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.90503% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.88763% +completion: 52% (epoch=104)(element=6266) loss = 0.001 error progress = 1.87299% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.86021% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.84872% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.83901% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.82952% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.82123% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.81331% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.80617% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.79989% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.79447% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.789% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.78398% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.77929% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.99%[0m +[0m#FPplusFN=2089[0m +[0mminError=197 minErrorIndex=1 globalThreshold =-1.0057093575412[0m +[0mmetrics area_roc = 93.23%[0m +[0m(beta) metrics area_precision_recall = 75.67%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 212 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 304 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 18 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,555 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus5_hl3_time1524192785 +[0m +[0m$$$ hidden_units = 10 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.34238% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.11909% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.98632% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.90507% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.85196% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.81032% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.77964% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.75407% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.73122% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.71189% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.69703% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.68225% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.66935% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.65755% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.64771% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.63918% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.6313% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.6239% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.61694% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.6106% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.60411% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.59865% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.59307% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.58826% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.5836% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.42%[0m +[0m#FPplusFN=2089[0m +[0mminError=212 minErrorIndex=1 globalThreshold =-1.2001882815584[0m +[0mmetrics area_roc = 93.16%[0m +[0m(beta) metrics area_precision_recall = 75.25%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 225 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 291 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 17 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,556 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.67 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.71 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus10_hl3_time1524192917 +[0m +[0m$$$ hidden_units = 25 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.23211% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 2.03682% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.92379% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.84516% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.78566% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.73746% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.69957% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.66467% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.63213% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.60275% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.57532% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.54872% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.52323% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.49977% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.47924% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.46001% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.44224% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.42515% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.40714% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.39017% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 1.37412% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 1.35969% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.34444% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.33064% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.31636% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.42%[0m +[0m#FPplusFN=2089[0m +[0mminError=216 minErrorIndex=1 globalThreshold =-1.8062316902785[0m +[0mmetrics area_roc = 91.04%[0m +[0m(beta) metrics area_precision_recall = 63.88%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 175 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 341 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 46 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,527 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.7 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus25_hl3_time1524193063 +[0m +[0m$$$ hidden_units = 50 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.14693% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.96319% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.84837% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.76382% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.69398% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.63214% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.57648% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.52713% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.48302% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.43938% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.39905% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.3622% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.32781% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.29323% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.26109% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.23015% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 1.20165% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 1.17466% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 1.14817% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 1.12072% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 1.09749% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 1.07161% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 1.04708% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 1.02501% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 1.0027% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.37%[0m +[0m#FPplusFN=2089[0m +[0mminError=227 minErrorIndex=1 globalThreshold =-1.8507816985031[0m +[0mmetrics area_roc = 87.4%[0m +[0m(beta) metrics area_precision_recall = 28.65%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 181 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 335 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 62 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,511 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.67 :::: +[0m +[0maccuracy = 0.88 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus50_hl3_time1524193254 +[0m +[0m$$$ hidden_units = 75 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.13916% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.93297% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.81817% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.7184% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.63588% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.56044% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.49062% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.42827% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.36808% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.31144% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.25733% +completion: 48% (epoch=96)(element=6266) loss = 0.004 error progress = 1.20549% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.15593% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.10834% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 1.0651% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 1.02512% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.98803% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.95584% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.92453% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.89574% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.87104% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.84842% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.82576% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.80468% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.78591% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.47%[0m +[0m#FPplusFN=2089[0m +[0mminError=220 minErrorIndex=1 globalThreshold =-2.3889924748406[0m +[0mmetrics area_roc = 87.56%[0m +[0m(beta) metrics area_precision_recall = 61.43%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 163 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 353 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 57 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,516 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.7 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus75_hl3_time1524193505 +[0m +[0m$$$ hidden_units = 100 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10389% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91616% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79163% +completion: 16% (epoch=32)(element=6266) loss = 0.001 error progress = 1.69066% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.59866% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.51309% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.43644% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.36428% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.29454% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.22889% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.16639% +completion: 48% (epoch=96)(element=6266) loss = 0.002 error progress = 1.10916% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.05595% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 1.00735% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.96476% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.92462% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.8882% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.85457% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.82101% +completion: 80% (epoch=160)(element=6266) loss = 0.001 error progress = 0.79049% +completion: 84% (epoch=168)(element=6266) loss = 0.002 error progress = 0.7636% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.73734% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.7127% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.69104% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.67021% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.56%[0m +[0m#FPplusFN=2089[0m +[0mminError=218 minErrorIndex=1 globalThreshold =-1.6551306598155[0m +[0mmetrics area_roc = 89.04%[0m +[0m(beta) metrics area_precision_recall = 63%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 182 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 334 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 57 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,516 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.68 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.74 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus100_hl3_time1524193832 +[0m +[0m$$$ hidden_units = 125 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0.001 error progress = 2.08933% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.89352% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7608% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65729% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.55777% +completion: 24% (epoch=48)(element=6266) loss = 0.002 error progress = 1.46571% +completion: 28% (epoch=56)(element=6266) loss = 0.001 error progress = 1.37997% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.29974% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.2255% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.15552% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.09543% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 1.03951% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.98577% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.93727% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.89401% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.85308% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.8159% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.78332% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.75228% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.72342% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.69592% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.67055% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.64695% +completion: 96% (epoch=192)(element=6266) loss = 0.001 error progress = 0.62576% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.60543% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.52%[0m +[0m#FPplusFN=2089[0m +[0mminError=214 minErrorIndex=1 globalThreshold =-1.5051312923418[0m +[0mmetrics area_roc = 88.43%[0m +[0m(beta) metrics area_precision_recall = 55.97%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 176 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 340 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 43 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,530 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.7 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus125_hl3_time1524194252 +[0m +[0m$$$ hidden_units = 150 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10644% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.91881% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.79527% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.69585% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.59686% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.50245% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.41091% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.32775% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.25148% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.1798% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.11445% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 1.05598% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 1.00085% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.94966% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.90484% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.86287% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.82495% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.79056% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.75687% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.72599% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.6974% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.6713% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.64646% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.62313% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.60166% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 88.75%[0m +[0m#FPplusFN=2089[0m +[0mminError=221 minErrorIndex=1 globalThreshold =-1.5784211932403[0m +[0mmetrics area_roc = 89.54%[0m +[0m(beta) metrics area_precision_recall = 66.51%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 195 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 321 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 40 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,533 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.68 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.73 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus150_hl3_time1524194785 +[0m +[0m$$$ hidden_units = 175 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.11399% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.90659% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.77189% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.65469% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.543% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.43911% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.34372% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.25426% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.17082% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.09294% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 1.02229% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.96061% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.906% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.85605% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.81217% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.77271% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.7364% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.7037% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.6731% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.64544% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.62064% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.59697% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.57425% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.55513% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.53552% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.04%[0m +[0m#FPplusFN=2089[0m +[0mminError=224 minErrorIndex=1 globalThreshold =-1.4381616119287[0m +[0mmetrics area_roc = 89.37%[0m +[0m(beta) metrics area_precision_recall = 53.41%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 180 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 336 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 49 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,524 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.69 :::: +[0m +[0maccuracy = 0.89 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.75 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus175_hl3_time1524195449 +[0m +[0m$$$ hidden_units = 200 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.10083% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.89128% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7542% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.63224% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.51315% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.40266% +completion: 28% (epoch=56)(element=6266) loss = 0.002 error progress = 1.30476% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.21646% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.13581% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 1.06301% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 0.99711% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.93719% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.88256% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.83425% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.79017% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.75045% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.71507% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.68221% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.6528% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.62453% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.59853% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.57495% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.55266% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.53187% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.51259% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.71%[0m +[0m#FPplusFN=2089[0m +[0mminError=209 minErrorIndex=1 globalThreshold =-1.4462368127691[0m +[0mmetrics area_roc = 88.97%[0m +[0m(beta) metrics area_precision_recall = 70.54%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 177 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 339 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 38 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.71 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus200_hl3_time1524199294 +[0m +[0m$$$ hidden_units = 225 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.09506% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.8836% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.74635% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.62958% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.50932% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.3973% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.29436% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.2022% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.11556% +completion: 40% (epoch=80)(element=6266) loss = 0.003 error progress = 1.03758% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 0.96777% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.9075% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.85272% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.80399% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.7597% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.71955% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.68335% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.65073% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.62161% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.59424% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.56944% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.54687% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.5265% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.50674% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.489% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.8%[0m +[0m#FPplusFN=2089[0m +[0mminError=207 minErrorIndex=1 globalThreshold =-1.7137458767595[0m +[0mmetrics area_roc = 89.72%[0m +[0m(beta) metrics area_precision_recall = 64.99%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 164 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 352 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 49 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,524 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.71 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus225_hl3_time1524203315 +[0m +[0m$$$ hidden_units = 250 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.09357% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.89352% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.75287% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.62609% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.50589% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.38933% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.28373% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.1866% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.09663% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.01763% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.94837% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.88613% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.83049% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.78139% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.73613% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.69675% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.66134% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.62928% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.60075% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.57448% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.54993% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.52817% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.5075% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.48825% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.47083% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.61%[0m +[0m#FPplusFN=2089[0m +[0mminError=209 minErrorIndex=1 globalThreshold =-1.3241300469585[0m +[0mmetrics area_roc = 89.52%[0m +[0m(beta) metrics area_precision_recall = 47.81%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 169 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 347 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 48 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,525 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.71 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus250_hl3_time1524207654 +[0m +[0m$$$ hidden_units = 275 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.09413% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.8802% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.73557% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.60633% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.4823% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.36322% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.25305% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.15349% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.06462% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 0.98818% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.91957% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.85787% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.80436% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.75623% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.71319% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.67494% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.64115% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.61058% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.58316% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.55777% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.53483% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.51417% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.49451% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.47719% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.46033% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.66%[0m +[0m#FPplusFN=2089[0m +[0mminError=198 minErrorIndex=1 globalThreshold =-1.2389622908265[0m +[0mmetrics area_roc = 90.9%[0m +[0m(beta) metrics area_precision_recall = 64.83%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 179 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 337 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 37 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,536 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.71 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus275_hl3_time1524212174 +[0m +[0m$$$ hidden_units = 300 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.0879% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.88072% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.74044% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.61593% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.4991% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.38431% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.28024% +completion: 32% (epoch=64)(element=6266) loss = 0.001 error progress = 1.18423% +completion: 36% (epoch=72)(element=6266) loss = 0.001 error progress = 1.09504% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 1.01493% +completion: 44% (epoch=88)(element=6266) loss = 0.001 error progress = 0.94383% +completion: 48% (epoch=96)(element=6266) loss = 0.001 error progress = 0.88047% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.82382% +completion: 56% (epoch=112)(element=6266) loss = 0.001 error progress = 0.77441% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.73007% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.69039% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.65455% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.62263% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.59361% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.56736% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.54317% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.52112% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.50117% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.48259% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.46516% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.56%[0m +[0m#FPplusFN=2089[0m +[0mminError=207 minErrorIndex=1 globalThreshold =-1.5150152589352[0m +[0mmetrics area_roc = 90.41%[0m +[0m(beta) metrics area_precision_recall = 64.23%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 171 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 345 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 47 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,526 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.71 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus300_hl3_time1524216877 +[0m +[0m$$$ hidden_units = 350 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.0664% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.85239% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.7066% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.58114% +completion: 20% (epoch=40)(element=6266) loss = 0 error progress = 1.45516% +completion: 24% (epoch=48)(element=6266) loss = 0 error progress = 1.33527% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.22865% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.13031% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.04396% +completion: 40% (epoch=80)(element=6266) loss = 0.001 error progress = 0.9666% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.89815% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.83761% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.78497% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.73742% +completion: 60% (epoch=120)(element=6266) loss = 0 error progress = 0.6944% +completion: 64% (epoch=128)(element=6266) loss = 0 error progress = 0.6554% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.621% +completion: 72% (epoch=144)(element=6266) loss = 0 error progress = 0.59039% +completion: 76% (epoch=152)(element=6266) loss = 0.001 error progress = 0.56249% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.5373% +completion: 84% (epoch=168)(element=6266) loss = 0.001 error progress = 0.51469% +completion: 88% (epoch=176)(element=6266) loss = 0 error progress = 0.49368% +completion: 92% (epoch=184)(element=6266) loss = 0 error progress = 0.47425% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.45614% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.43908% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 90.23%[0m +[0m#FPplusFN=2089[0m +[0mminError=202 minErrorIndex=1 globalThreshold =-1.6100505491143[0m +[0mmetrics area_roc = 90.77%[0m +[0m(beta) metrics area_precision_recall = 66.46%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 169 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 347 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 35 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,538 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.73 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.77 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus350_hl3_time1524222099 +[0m +[0m$$$ hidden_units = 400 hidden_layers = 3 $$$[0m +[0mXAVIER_INITIALIZATION = true[0m +completion: 4% (epoch=8)(element=6266) loss = 0 error progress = 2.07312% +completion: 8% (epoch=16)(element=6266) loss = 0 error progress = 1.86031% +completion: 12% (epoch=24)(element=6266) loss = 0 error progress = 1.71597% +completion: 16% (epoch=32)(element=6266) loss = 0 error progress = 1.5826% +completion: 20% (epoch=40)(element=6266) loss = 0.001 error progress = 1.44214% +completion: 24% (epoch=48)(element=6266) loss = 0.001 error progress = 1.31507% +completion: 28% (epoch=56)(element=6266) loss = 0 error progress = 1.20264% +completion: 32% (epoch=64)(element=6266) loss = 0 error progress = 1.10169% +completion: 36% (epoch=72)(element=6266) loss = 0 error progress = 1.01149% +completion: 40% (epoch=80)(element=6266) loss = 0 error progress = 0.93364% +completion: 44% (epoch=88)(element=6266) loss = 0 error progress = 0.86643% +completion: 48% (epoch=96)(element=6266) loss = 0 error progress = 0.80829% +completion: 52% (epoch=104)(element=6266) loss = 0 error progress = 0.75623% +completion: 56% (epoch=112)(element=6266) loss = 0 error progress = 0.71073% +completion: 60% (epoch=120)(element=6266) loss = 0.001 error progress = 0.66977% +completion: 64% (epoch=128)(element=6266) loss = 0.001 error progress = 0.63377% +completion: 68% (epoch=136)(element=6266) loss = 0 error progress = 0.60105% +completion: 72% (epoch=144)(element=6266) loss = 0.001 error progress = 0.5718% +completion: 76% (epoch=152)(element=6266) loss = 0 error progress = 0.54432% +completion: 80% (epoch=160)(element=6266) loss = 0 error progress = 0.51961% +completion: 84% (epoch=168)(element=6266) loss = 0 error progress = 0.49741% +completion: 88% (epoch=176)(element=6266) loss = 0.001 error progress = 0.47745% +completion: 92% (epoch=184)(element=6266) loss = 0.001 error progress = 0.45861% +completion: 96% (epoch=192)(element=6266) loss = 0 error progress = 0.44103% +completion: 100% (epoch=200)(element=6266) loss = 0 error progress = 0.42487% +[0m + +### executeTest(perceptron, validation_patient_profile)[0m +[0m +Correct predictions = 89.76%[0m +[0m#FPplusFN=2089[0m +[0mminError=211 minErrorIndex=1 globalThreshold =-1.5326198735661[0m +[0mmetrics area_roc = 90.82%[0m +[0m(beta) metrics area_precision_recall = 67.47%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 176 / 516 (truth == 1) & (prediction < threshold)[0m +[0m TP = 340 / 516 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 38 / 1,573 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,535 / 1,573 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.71 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.76 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0mSaved model file: ./models/model_hus400_hl3_time1524227922 +[0m +@ @ [1] AUPR = 69.05% MCC = 0.64 F1_score = 0.68 AUROC = 90.92% hidden units = 5 hidden layers = 1 @ @ +@ @ [2] AUPR = 73.91% MCC = 0.66 F1_score = 0.7 AUROC = 92.68% hidden units = 10 hidden layers = 1 @ @ +@ @ [3] AUPR = 66.63% MCC = 0.65 F1_score = 0.72 AUROC = 89.47% hidden units = 25 hidden layers = 1 @ @ +@ @ [4] AUPR = 65.64% MCC = 0.63 F1_score = 0.67 AUROC = 87.16% hidden units = 50 hidden layers = 1 @ @ +@ @ [5] AUPR = 62.77% MCC = 0.64 F1_score = 0.7 AUROC = 85.41% hidden units = 75 hidden layers = 1 @ @ +@ @ [6] AUPR = 63.83% MCC = 0.65 F1_score = 0.7 AUROC = 87.74% hidden units = 100 hidden layers = 1 @ @ +@ @ [7] AUPR = 66% MCC = 0.64 F1_score = 0.69 AUROC = 87.69% hidden units = 125 hidden layers = 1 @ @ +@ @ [8] AUPR = 68.6% MCC = 0.69 F1_score = 0.73 AUROC = 87.98% hidden units = 150 hidden layers = 1 @ @ +@ @ [9] AUPR = 66.75% MCC = 0.67 F1_score = 0.72 AUROC = 88.68% hidden units = 175 hidden layers = 1 @ @ +@ @ [10] AUPR = 64.87% MCC = 0.59 F1_score = 0.65 AUROC = 88.58% hidden units = 200 hidden layers = 1 @ @ +@ @ [11] AUPR = 65.92% MCC = 0.65 F1_score = 0.71 AUROC = 88.97% hidden units = 225 hidden layers = 1 @ @ +@ @ [12] AUPR = 65.21% MCC = 0.67 F1_score = 0.72 AUROC = 88.16% hidden units = 250 hidden layers = 1 @ @ +@ @ [13] AUPR = 68.04% MCC = 0.66 F1_score = 0.71 AUROC = 88.8% hidden units = 275 hidden layers = 1 @ @ +@ @ [14] AUPR = 67.93% MCC = 0.65 F1_score = 0.7 AUROC = 88.91% hidden units = 300 hidden layers = 1 @ @ +@ @ [15] AUPR = 65.4% MCC = 0.67 F1_score = 0.73 AUROC = 90.52% hidden units = 350 hidden layers = 1 @ @ +@ @ [16] AUPR = 69.77% MCC = 0.69 F1_score = 0.74 AUROC = 90% hidden units = 400 hidden layers = 1 @ @ +@ @ [17] AUPR = 74.54% MCC = 0.69 F1_score = 0.74 AUROC = 93.28% hidden units = 5 hidden layers = 2 @ @ +@ @ [18] AUPR = 74.46% MCC = 0.69 F1_score = 0.74 AUROC = 92.54% hidden units = 10 hidden layers = 2 @ @ +@ @ [19] AUPR = 64.28% MCC = 0.69 F1_score = 0.74 AUROC = 90.26% hidden units = 25 hidden layers = 2 @ @ +@ @ [20] AUPR = 60.63% MCC = 0.67 F1_score = 0.73 AUROC = 87.42% hidden units = 50 hidden layers = 2 @ @ +@ @ [21] AUPR = 64.84% MCC = 0.66 F1_score = 0.72 AUROC = 88.9% hidden units = 75 hidden layers = 2 @ @ +@ @ [22] AUPR = 62% MCC = 0.72 F1_score = 0.77 AUROC = 89.76% hidden units = 100 hidden layers = 2 @ @ +@ @ [23] AUPR = 59.89% MCC = 0.68 F1_score = 0.73 AUROC = 88.67% hidden units = 125 hidden layers = 2 @ @ +@ @ [24] AUPR = 64.4% MCC = 0.7 F1_score = 0.75 AUROC = 89.87% hidden units = 150 hidden layers = 2 @ @ +@ @ [25] AUPR = 65.77% MCC = 0.69 F1_score = 0.74 AUROC = 88.62% hidden units = 175 hidden layers = 2 @ @ +@ @ [26] AUPR = 70.2% MCC = 0.71 F1_score = 0.75 AUROC = 88.23% hidden units = 200 hidden layers = 2 @ @ +@ @ [27] AUPR = 67.39% MCC = 0.71 F1_score = 0.75 AUROC = 89.51% hidden units = 225 hidden layers = 2 @ @ +@ @ [28] AUPR = 68.55% MCC = 0.68 F1_score = 0.74 AUROC = 89.7% hidden units = 250 hidden layers = 2 @ @ +@ @ [29] AUPR = 69.18% MCC = 0.69 F1_score = 0.73 AUROC = 89.72% hidden units = 275 hidden layers = 2 @ @ +@ @ [30] AUPR = 51.9% MCC = 0.71 F1_score = 0.76 AUROC = 90.1% hidden units = 300 hidden layers = 2 @ @ +@ @ [31] AUPR = 68.07% MCC = 0.69 F1_score = 0.73 AUROC = 90.33% hidden units = 350 hidden layers = 2 @ @ +@ @ [32] AUPR = 69.48% MCC = 0.69 F1_score = 0.74 AUROC = 90.95% hidden units = 400 hidden layers = 2 @ @ +@ @ [33] AUPR = 75.67% MCC = 0.69 F1_score = 0.73 AUROC = 93.23% hidden units = 5 hidden layers = 3 @ @ +@ @ [34] AUPR = 75.25% MCC = 0.67 F1_score = 0.71 AUROC = 93.16% hidden units = 10 hidden layers = 3 @ @ +@ @ [35] AUPR = 63.88% MCC = 0.7 F1_score = 0.76 AUROC = 91.04% hidden units = 25 hidden layers = 3 @ @ +@ @ [36] AUPR = 28.65% MCC = 0.67 F1_score = 0.73 AUROC = 87.4% hidden units = 50 hidden layers = 3 @ @ +@ @ [37] AUPR = 61.43% MCC = 0.7 F1_score = 0.76 AUROC = 87.56% hidden units = 75 hidden layers = 3 @ @ +@ @ [38] AUPR = 63% MCC = 0.68 F1_score = 0.74 AUROC = 89.04% hidden units = 100 hidden layers = 3 @ @ +@ @ [39] AUPR = 55.97% MCC = 0.7 F1_score = 0.76 AUROC = 88.43% hidden units = 125 hidden layers = 3 @ @ +@ @ [40] AUPR = 66.51% MCC = 0.68 F1_score = 0.73 AUROC = 89.54% hidden units = 150 hidden layers = 3 @ @ +@ @ [41] AUPR = 53.41% MCC = 0.69 F1_score = 0.75 AUROC = 89.37% hidden units = 175 hidden layers = 3 @ @ +@ @ [42] AUPR = 70.54% MCC = 0.71 F1_score = 0.76 AUROC = 88.97% hidden units = 200 hidden layers = 3 @ @ +@ @ [43] AUPR = 64.99% MCC = 0.71 F1_score = 0.77 AUROC = 89.72% hidden units = 225 hidden layers = 3 @ @ +@ @ [44] AUPR = 47.81% MCC = 0.71 F1_score = 0.76 AUROC = 89.52% hidden units = 250 hidden layers = 3 @ @ +@ @ [45] AUPR = 64.83% MCC = 0.71 F1_score = 0.76 AUROC = 90.9% hidden units = 275 hidden layers = 3 @ @ +@ @ [46] AUPR = 64.23% MCC = 0.71 F1_score = 0.76 AUROC = 90.41% hidden units = 300 hidden layers = 3 @ @ +@ @ [47] AUPR = 66.46% MCC = 0.73 F1_score = 0.77 AUROC = 90.77% hidden units = 350 hidden layers = 3 @ @ +@ @ [48] AUPR = 67.47% MCC = 0.71 F1_score = 0.76 AUROC = 90.82% hidden units = 400 hidden layers = 3 @ @ +[0m +modelFileVect[47] +modelFileToLoad =./models/model_hus350_hl3_time1524222099[0m +[0m + +### executeTest(loadedModel, test_patient_profile)[0m +[0m +Correct predictions = 90.47%[0m +[0m#FPplusFN=2088[0m +[0mminError=179 minErrorIndex=1 globalThreshold =-1.5172029671545[0m +[0mmetrics area_roc = 92.33%[0m +[0m(beta) metrics area_precision_recall = 70.25%[0m +[0m +duration the new area_roc metrics ROC_AUC_computer function: 0 seconds[0m +[0mduration the new area_roc metrics ROC_AUC_computer function: 00 days, 00 hours, 00 minutes, 00 seconds[0m +[0mTOTAL:[0m +[0m FN = 158 / 535 (truth == 1) & (prediction < threshold)[0m +[0m TP = 377 / 535 (truth == 1) & (prediction >= threshold) +[0m +[0m FP = 41 / 1,553 (truth == 0) & (prediction >= threshold)[0m +[0m TN = 1,512 / 1,553 (truth == 0) & (prediction < threshold) +[0m +[0m +:::: Matthews correlation coefficient = +0.74 :::: +[0m +[0maccuracy = 0.9 = (tp + tn) / (tp + tn +fn + fp) [worst = -1, best = +1][0m +[0mf1_score = 0.79 = (2*tp) / (2*tp+fp+fn) [worst = 0, best = 1][0m +[0m':':':':' lastMCC = 0.74 lastF1score = 0.79 ':':':':'[0m +command: rm ./models/model_hus5_hl1_time1524153303 +command: rm ./models/model_hus10_hl1_time1524153400 +command: rm ./models/model_hus25_hl1_time1524153501 +command: rm ./models/model_hus50_hl1_time1524153622 +command: rm ./models/model_hus75_hl1_time1524153770 +command: rm ./models/model_hus100_hl1_time1524153947 +command: rm ./models/model_hus125_hl1_time1524154155 +command: rm ./models/model_hus150_hl1_time1524154407 +command: rm ./models/model_hus175_hl1_time1524154706 +command: rm ./models/model_hus200_hl1_time1524155059 +command: rm ./models/model_hus225_hl1_time1524155471 +command: rm ./models/model_hus250_hl1_time1524155946 +command: rm ./models/model_hus275_hl1_time1524156490 +command: rm ./models/model_hus300_hl1_time1524157106 +command: rm ./models/model_hus350_hl1_time1524160847 +command: rm ./models/model_hus400_hl1_time1524164907 +command: rm ./models/model_hus5_hl2_time1524165017 +command: rm ./models/model_hus10_hl2_time1524165131 +command: rm ./models/model_hus25_hl2_time1524165256 +command: rm ./models/model_hus50_hl2_time1524165412 +command: rm ./models/model_hus75_hl2_time1524165611 +command: rm ./models/model_hus100_hl2_time1524165863 +command: rm ./models/model_hus125_hl2_time1524166177 +command: rm ./models/model_hus150_hl2_time1524166568 +command: rm ./models/model_hus175_hl2_time1524167048 +command: rm ./models/model_hus200_hl2_time1524167626 +command: rm ./models/model_hus225_hl2_time1524171272 +command: rm ./models/model_hus250_hl2_time1524175064 +command: rm ./models/model_hus275_hl2_time1524179117 +command: rm ./models/model_hus300_hl2_time1524183418 +command: rm ./models/model_hus350_hl2_time1524187899 +command: rm ./models/model_hus400_hl2_time1524192657 +command: rm ./models/model_hus5_hl3_time1524192785 +command: rm ./models/model_hus10_hl3_time1524192917 +command: rm ./models/model_hus25_hl3_time1524193063 +command: rm ./models/model_hus50_hl3_time1524193254 +command: rm ./models/model_hus75_hl3_time1524193505 +command: rm ./models/model_hus100_hl3_time1524193832 +command: rm ./models/model_hus125_hl3_time1524194252 +command: rm ./models/model_hus150_hl3_time1524194785 +command: rm ./models/model_hus175_hl3_time1524195449 +command: rm ./models/model_hus200_hl3_time1524199294 +command: rm ./models/model_hus225_hl3_time1524203315 +command: rm ./models/model_hus250_hl3_time1524207654 +command: rm ./models/model_hus275_hl3_time1524212174 +command: rm ./models/model_hus300_hl3_time1524216877 +command: rm ./models/model_hus350_hl3_time1524222099 +command: rm ./models/model_hus400_hl3_time1524227922 +[0m +duration complete execution: 74,715 seconds[0m +[0mduration complete execution: 00 days, 20 hours, 45 minutes, 15 seconds[0m