Model | AUC | 95%CI.lower | 95%CI.upper | Sensitivity | Specificity | Accuracy | PPV | NPV | F1 | RMSE |
---|---|---|---|---|---|---|---|---|---|---|
LR | 0.625 | 0.482 | 0.760 | 0.847 | 0.350 | 0.722 | 0.794 | 0.438 | 0.820 | 0.467 |
RF | 0.655 | 0.518 | 0.784 | 0.898 | 0.250 | 0.734 | 0.779 | 0.455 | 0.835 | 0.431 |
SVM | 0.597 | 0.460 | 0.731 | 0.831 | 0.200 | 0.671 | 0.754 | 0.286 | 0.790 | 0.471 |
GBM | 0.652 | 0.517 | 0.776 | 0.831 | 0.250 | 0.684 | 0.766 | 0.333 | 0.797 | 0.463 |
NN | 0.608 | 0.464 | 0.747 | 0.831 | 0.200 | 0.671 | 0.754 | 0.286 | 0.790 | 0.450 |
KNN | 0.689 | 0.558 | 0.817 | 0.915 | 0.200 | 0.734 | 0.771 | 0.444 | 0.837 | 0.416 |