Table 3.
Performance comparison of feature selection methods.
| Feature selection method | Number of selected features | Accuracy (%) | Kappa statistics | RMSE |
|---|---|---|---|---|
| PCA | 79 | 76.67 | 0.67 | 0.18 |
| IGFS | 23 | 68.89 | 0.55 | 0.20 |
| Correlation based selection | 91 | 60.00 | 0.45 | 0.22 |
| Wrapper method | 94 | 81.11 | 0.72 | 0.17 |