Model | Auc(95%CI) | Accuracy(95%CI) | PPV(95%CI) | NPV(95%CI) | F1-score(95%CI) | Brier score(95%CI) |
---|---|---|---|---|---|---|
CB | 0.839(0.823,0.854) | 0.942(0.938,0.947) | 0.660(0.605, 0.716) | 0.951(0.948,0.954) | 0.404(0.382,0.427) | 0.047(0.044,0.050) |
XGB | 0.838(0.822,0.853) | 0.943(0.939,0.947) | 0.664(0.595,0.734) | 0.952(0.949,0.955) | 0.423(0.394,0.452) | 0.047(0.044,0.050) |
GBDT | 0.835(0.820,0.850) | 0.942(0.938,0.946) | 0.648(0.589,0.707) | 0.951(0.948,0.954) | 0.403(0.377,0.428) | 0.047(0.044,0.050) |
RF | 0.832(0.815,0.849) | 0.940(0.937,0.943) | 0.659(0.595,0.723) | 0.946(0.944,0.949) | 0.326(0.303,0.348) | 0.048(0.045,0.051) |
Ada | 0.823(0.810,0.837) | 0.941(0.938,0.945) | 0.636(0.570,0.702) | 0.951(0.949,0.953) | 0.395(0.366,0.424) | 0.159(0.157,0.161) |
LRa | 0.822(0.813,0.831) | 0.941(0.938,0.945) | 0.685(0.635,0.735) | 0.947(0.944,0.951) | 0.348(0.320,0.376) | 0.048(0.046,0.051) |