Model | AUC | Sensitivity | ||
---|---|---|---|---|
Before | After | Before | After | |
DT | 0.665 ± 0.03 | 0.664 ± 0.02 | 0.287 ± 0.09 | 0.385 ± 0.08* |
SVM | 0.621 ± 0.01 | 0.662 ± 0.02* | 0.161 ± 0.02 | 0.393 ± 0.03* |
RF | 0.700 ± 0.02 | 0.701 ± 0.02 | 0.338 ± 0.04 | 0.444 ± 0.03* |
ET | 0.705 ± 0.02 | 0.709 ± 0.02 | 0.289 ± 0.04 | 0.453 ± 0.03* |
GB | 0.698 ± 0.02 | 0.702 ± 0.02 | 0.338 ± 0.04 | 0.460 ± 0.04* |
ADB | 0.684 ± 0.03 | 0.680 ± 0.03 | 0.351 ± 0.04 | 0.424 ± 0.04* |
Bagging | 0.700 ± 0.02 | 0.705 ± 0.02 | 0.399 ± 0.04 | 0.498 ± 0.04* |
XGB | 0.702 ± 0.02 | 0.706 ± 0.02 | 0.371 ± 0.04 | 0.468 ± 0.03* |