Datasets
Models
Downloads: 1
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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