Table 6.
AUCs of the various models before and after SMOTE.
| Model | Original dataset | Balanced dataset | P value |
|---|---|---|---|
| LR | 89 | 91 | 0.032 |
| NB | 82 | 76 | 0.019 |
| SVM | 89 | 86 | 0.221 |
| ADT | 91 | 94 | 0.071 |
| KNN | 79 | 84 | 0.016 |
| RF | 96 | 97 | 0.050 |
| XGBoost | 97 | 97 | 0.314 |
| MLP | 80 | 86 | 0.005 |
AUCs of the various models before and after SMOTE.
| Model | Original dataset | Balanced dataset | P value |
|---|---|---|---|
| LR | 89 | 91 | 0.032 |
| NB | 82 | 76 | 0.019 |
| SVM | 89 | 86 | 0.221 |
| ADT | 91 | 94 | 0.071 |
| KNN | 79 | 84 | 0.016 |
| RF | 96 | 97 | 0.050 |
| XGBoost | 97 | 97 | 0.314 |
| MLP | 80 | 86 | 0.005 |