Table 7.
Classification Report with Under sampling.
Model | Accuracy | Precision | F1 Score | TPR | TNR | auROC | auPR | MCC |
---|---|---|---|---|---|---|---|---|
SVM | 87.51 | 88.73 | 0.88 | 0.58 | 0.94 | 0.897 | 0.663 | 0.564 |
RF | 88.21 | 90.4 | 0.8893 | 0.58 | 0.96 | 0.93 | 0.734 | 0.6196 |
MLP | 84.1 | 88.83 | 0.8555 | 0.49 | 0.96 | 0.9 | 0.66 | 0.5445 |
DT | 87.02 | 89.88 | 0.8794 | 0.55 | 0.96 | 0.919 | 0.696 | 0.5961 |
XGBoost | 89.32 | 90.27 | 0.8969 | 0.64 | 0.95 | 0.93 | 0.718 | 0.6235 |