| Dataset | Method | Accuracy (%) | Sensitivity (%) | Specificity (%) | G-mean (%) |
| Haberman’s Survival | No Over-Sampling | 73.63 | 19.01 | 93.29 | 42.00 |
| SMOTE | 61.86 | 58.64 | 63.02 | 60.74 | |
| FOST | 60.00 | 74.20 | 54.89 | 63.80 | |
| Pima Indian Diabetes | No over-sampling | 75.95 | 55.07 | 87.14 | 69.27 |
| SMOTE | 73.87 | 72.69 | 74.50 | 73.58 | |
| FOST | 74.09 | 77.09 | 72.48 | 74.75 | |
| Glass Identification | No over-sampling | 96.26 | 72.41 | 100.00 | 85.10 |
| SMOTE | 94.86 | 76.55 | 97.73 | 86.49 | |
| FOST | 96.21 | 77.24 | 99.19 | 87.52 | |
| Landsat Satellite | No over-sampling | 93.50 | 51.49 | 98.02 | 71.04 |
| SMOTE | 93.78 | 67.51 | 96.61 | 80.67 | |
| FOST | 92.79 | 75.72 | 94.63 | 84.65 | |
| Yeast | No over-sampling | 96.71 | 4.31 | 100.00 | 20.22 |
| SMOTE | 95.91 | 29.61 | 98.27 | 47.20 | |
| FOST | 91.37 | 63.92 | 92.35 | 76.81 |