Table 2. Summary of results of all classifiers.
Threshold (0.1) | Threshold (0.5) | |||||||
---|---|---|---|---|---|---|---|---|
Model | Stratification (top 10%) | AUC | Accuracy | Sensitivity | Specificity | Accuracy | Sensitivity | Specificity |
Logistic Regression | 35.37 | 0.7530 | 0.8598 | 0.4147 | 0.8874 | 0.9415 | 0.0032 | 0.9996 |
Decision Tree | 13.18 | 0.5216 | 0.8772 | 0.1189 | 0.9242 | 0.8787 | 0.1157 | 0.9260 |
Random Forest | 28.61 | 0.7384 | 0.8724 | 0.2926 | 0.9082 | 0.9411 | 0.0064 | 0.9990 |
XGB | 32.79 | 0.7656 | 0.8759 | 0.3601 | 0.9078 | 0.9417 | 0.0000 | 1.0 |