Logistic regression | Ridge regression | Random forest | Support vector machine | |
---|---|---|---|---|
Internal validation | ||||
AUROC (95% CI) | 0.919 (0.793–0.955) | 0.930 (0.914–0.943) | 0.973 (0.935–0.993) | 0.955 (0.892–0.993) |
External validation | ||||
AUROC (95% CI) | 0.756 (0.617–0.869) | 0.827 (0.716–0.921) | 0.795 (0.669–0.905) | 0.802 (0.682–0.908) |