Table 6. Effects of different feature selection methods on the jaffe dataset (before Spearman dimensionality reduction).
| Method | Accuracy(%) | Precision(%) | Recall(%) | F1-score | Runtime(s) |
|---|---|---|---|---|---|
| MI | 70.16 | 73.19 | 71.05 | 0.73 | 5.29 |
| F_filter | 60.85 | 65.94 | 57.55 | 0.61 | 0.01 |
| reliefF | 45.16 | 59.70 | 43.26 | 0.53 | 50.94 |
| SURF | 78.68 | 76.87 | 78.09 | 0.77 | 21.08 |
| SURFstar | 73.64 | 75.14 | 73.38 | 0.74 | 47.09 |
| EFS-GINI | 88.37 | 89.01 | 88.50 | 0.89 | 4.81 |