Table 5.
Average performance of the classifiers using UCI public dataset
| Methods | Measures | Classifiers | |||
|---|---|---|---|---|---|
| DT | NB | RF | SVM | ||
| Relief-F | Precision | 88.93% | 89.44% | 91.24% | 92.41% |
| Recall | 89.16% | 89.67% | 91.47% | 92.88% | |
| F-score | 89.04% | 90.06% | 91.35% | 92.64% | |
| Accuracy | 90.86% | 91.57% | 93.57% | 94.23% | |
| GRF | Precision | 92.41% | 93.62% | 93.72% | 95.38% |
| Recall | 92.65% | 93.74% | 93.77% | 95.71% | |
| F-score | 92.53% | 93.68% | 93.74% | 95.54% | |
| Accuracy | 94.44% | 94.98% | 95.48% | 96.83% | |
| GRRF | Precision | 94.17% | 95.27% | 97.28% | 97.90% |
| Recall | 94.35% | 95.39% | 97.37% | 98.00% | |
| F-score | 94.26% | 95.33% | 97.32% | 97.93% | |
| Accuracy | 95.74% | 97.54% | 98.79% | 99.30% | |