Models | Metric [Mean ± SD] | ||||
---|---|---|---|---|---|
Precision | Recall | Accuracy | F1 score | AUC | |
LR | 0.538 ± 0.016 | 0.649 ± 0.016 | 0.712 ± 0.008 | 0.589 ± 0.013 | 0.766 ± 0.009 |
SVM | 0.540 ± 0.016 | 0.644 ± 0.015 | 0.713 ± 0.008 | 0.587 ± 0.013 | 0.765 ± 0.009 |
DT | 0.647 ± 0.015 | 0.827 ± 0.020 | 0.802 ± 0.007 | 0.726 ± 0.011 | 0.879 ± 0.006 |
RF | 0.681 ± 0.015 | 0.833 ± 0.013 | 0.823 ± 0.007 | 0.749 ± 0.011 | 0.905 ± 0.005 |
XGBoost | 0.714 ± 0.014 | 0.878 ± 0.012 | 0.850 ± 0.006 | 0.788 ± 0.010 | 0.928 ± 0.005 |
LightGBM | 0.674 ± 0.015 | 0.836 ± 0.011 | 0.820 ± 0.007 | 0.746 ± 0.011 | 0.901 ± 0.005 |
DXLR | 0.723 ± 0.014 | 0.892 ± 0.012 | 0.857 ± 0.007 | 0.798 ± 0.010 | 0.934 ± 0.004 |
P-valuea | < 0.0001 | < 0.0001 | < 0.0001 | < 0.0001 | < 0.0001 |