Table 8.
Comparison with state-of-the-arts w.r.t accuracy
| Dataset | Methods | Classifiers | |||
|---|---|---|---|---|---|
| DT | NB | RF | SVM | ||
| Self-collected | IG | 86.23% | 88.72% | 90.58% | 95.32% |
| Chi-square test | 88.56% | 91.37% | 92.77% | 97.28% | |
| Forward selection | 92.19% | 93.48% | 94.88% | 98.57% | |
| Backward selection | 91.24% | 91.54% | 92.24% | 96.21% | |
| mRMR | 93.89% | 95.04% | 95.89% | 98.88% | |
| CFS | 93.56% | 94.72% | 95.03% | 97.83% | |
| FCBF | 92.01% | 94.12% | 94.39% | 96.49% | |
| GRRF | 94.59% | 96.54% | 97.74% | 99.10% | |
| UCI | IG | 87.31% | 91.52% | 91.89% | 95.64% |
| Chi-square test | 89.78% | 92.34% | 93.23% | 97.89% | |
| Forward selection | 92.67% | 93.49% | 96.18% | 98.92% | |
| Backward selection | 92.05% | 91.14% | 94.67% | 97.32% | |
| mRMR | 94.23% | 96.43% | 98.01% | 99.03% | |
| CFS | 93.89% | 95.57% | 97.55% | 98.47% | |
| FCBF | 92.85% | 94.53% | 96.45% | 97.12% | |
| GRRF | 95.74% | 97.54% | 98.79% | 99.30% | |