@@ -2,7 +2,7 @@ maml.exe CV tr=SymSGD{nt=1} threads=- norm=No dout=%Output% data=%Data% seed=1
22Not adding a normalizer.
33Data fully loaded into memory.
44Initial learning rate is tuned to 100.000000
5- Bias: -468.3528 , Weights: [4.515409,75.74901 ,22.2914,-10.50209 ,-28.58107 ,44.81024,23.8734,13.20304 ,2.448269 ]
5+ Bias: -467.9297 , Weights: [5.415065,76.39395 ,22.35155,-11.98839 ,-28.26446 ,44.58415,22.72012,11.13254 ,2.851256 ]
66Not training a calibrator because it is not needed.
77Not adding a normalizer.
88Data fully loaded into memory.
@@ -15,15 +15,15 @@ Confusion table
1515 ||======================
1616PREDICTED || positive | negative | Recall
1717TRUTH ||======================
18- positive || 132 | 2 | 0.9851
18+ positive || 130 | 4 | 0.9701
1919 negative || 8 | 212 | 0.9636
2020 ||======================
21- Precision || 0.9429 | 0.9907 |
22- OVERALL 0/1 ACCURACY: 0.971751
21+ Precision || 0.9420 | 0.9815 |
22+ OVERALL 0/1 ACCURACY: 0.966102
2323LOG LOSS/instance: Infinity
2424Test-set entropy (prior Log-Loss/instance): 0.956998
2525LOG-LOSS REDUCTION (RIG): -Infinity
26- AUC: 0.991045
26+ AUC: 0.990706
2727Warning: The predictor produced non-finite prediction values on 8 instances during testing. Possible causes: abnormal data or the predictor is numerically unstable.
2828TEST POSITIVE RATIO: 0.3191 (105.0/(105.0+224.0))
2929Confusion table
@@ -42,16 +42,16 @@ AUC: 0.963435
4242
4343OVERALL RESULTS
4444---------------------------------------
45- AUC: 0.977240 (0.0138 )
46- Accuracy: 0.955481 (0.0163 )
47- Positive precision: 0.920027 (0.0228 )
48- Positive recall: 0.949680 (0.0354 )
49- Negative precision: 0.975057 (0.0156 )
45+ AUC: 0.977070 (0.0136 )
46+ Accuracy: 0.952656 (0.0134 )
47+ Positive precision: 0.919613 (0.0224 )
48+ Positive recall: 0.942217 (0.0279 )
49+ Negative precision: 0.970470 (0.0110 )
5050Negative recall: 0.957265 (0.0064)
5151Log-loss: Infinity (NaN)
5252Log-loss reduction: -Infinity (NaN)
53- F1 Score: 0.934582 (0.0289 )
54- AUPRC: 0.964431 (0.0168 )
53+ F1 Score: 0.930771 (0.0251 )
54+ AUPRC: 0.964018 (0.0164 )
5555
5656---------------------------------------
5757Physical memory usage(MB): %Number%
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