Table 5.
Random Forest’s classification performance as oversampling percentage is increased
| Oversampling percent (%) | Random forest | |||
|---|---|---|---|---|
| Recall (%) | AUC (%) | Accuracy (%) | Specificity (%) | |
| 0 | 0 | 74 | 96 | 99 |
| 500 | 42 | 81 | 91 | 92 |
| 1200 | 56 | 88 | 87 | 90 |
| 1800 | 79 | 93 | 84 | 88 |
Random Forest’s classification performance as oversampling percentage is increased
| Oversampling percent (%) | Random forest | |||
|---|---|---|---|---|
| Recall (%) | AUC (%) | Accuracy (%) | Specificity (%) | |
| 0 | 0 | 74 | 96 | 99 |
| 500 | 42 | 81 | 91 | 92 |
| 1200 | 56 | 88 | 87 | 90 |
| 1800 | 79 | 93 | 84 | 88 |