Table 4.
Average Index of four groups of binary classification problems obtained by the MSEA-ALHK method and validated using random sub-sampling (10 repetitions).
| Classification group | Method |
Dimension of data | Average Index |
|||
|---|---|---|---|---|---|---|
| PCA | ReliefF | Accuracy (%) | Sensitivity (%) | Specificity (%) | ||
| XO | × | × | 603 | 96.77 | 96.13 | 97.35 |
| XE | ✓ | × | 20 | 98.15 | 96.13 | 100.00 |
| XS | × | ✓ | 3 | 91.23 | 88.39 | 93.82 |
| XF | ✓ | ✓ | 23 | 98.31 | 96.45 | 100.00 |