Table 2. Classification performance.
| Method | Leukemia | Lung Cancer | Psoriasis | PBMC | ||||||||
| Acc | F | G | Acc | F | G | Acc | F | G | Acc | F | G | |
| varSelRF | 0.98 | 0.95 | 0.95 | 0.91 | 0.9 | 0.9 | 0.98 | 0.98 | 0.98 | 0.98 | 0.97 | 0.96 |
| Boruta | 0.98 | 0.95 | 0.94 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.97 | 0.96 |
| FPRF.2 | 0.96 | 0.94 | 0.95 | 0.96 | 0.96 | 0.96 | 0.97 | 0.97 | 0.97 | 0.96 | 0.92 | 0.94 |
| FPRF.3 | 0.96 | 0.94 | 0.95 | 0.97 | 0.97 | 0.97 | 0.98 | 0.98 | 0.98 | 0.97 | 0.94 | 0.94 |
| FPRF.4 | 0.97 | 0.96 | 0.96 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.98 | 0.95 | 0.96 |
| FPRF.5 | 0.98 | 0.97 | 0.97 | 0.97 | 0.97 | 0.97 | 0.99 | 0.99 | 0.99 | 0.99 | 0.96 | 0.96 |
| FPRF.10 | 0.99 | 0.99 | 0.99 | 0.96 | 0.95 | 0.95 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 |
| FPRF.20 | 0.99 | 0.99 | 0.99 | 0.94 | 0.93 | 0.93 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.97 |
| FPRF.30 | 0.98 | 0.98 | 0.98 | 0.92 | 0.92 | 0.92 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.97 |
| FPRF.50 | 0.98 | 0.98 | 0.97 | 0.92 | 0.92 | 0.91 | 0.99 | 0.99 | 0.99 | 0.99 | 0.98 | 0.98 |
| FPRF.100 | 0.98 | 0.97 | 0.98 | 0.88 | 0.87 | 0.87 | 0.97 | 0.97 | 0.97 | 0.98 | 0.97 | 0.96 |
| FPRF.150 | 0.97 | 0.97 | 0.96 | 0.88 | 0.86 | 0.85 | 0.96 | 0.96 | 0.96 | 0.98 | 0.97 | 0.96 |
| FPRF.200 | 0.97 | 0.96 | 0.96 | 0.87 | 0.85 | 0.85 | 0.96 | 0.95 | 0.95 | 0.98 | 0.97 | 0.96 |
| FPRF.250 | 0.96 | 0.96 | 0.96 | 0.76 | 0.81 | 0.81 | 0.94 | 0.94 | 0.94 | 0.98 | 0.97 | 0.95 |
The mean accuracy values obtained over the 30 bootstrap iterations. Acc – is the overall accuracy, F – is the F-score, G – is the G-score. The highest values are highlighted in bold. NOTE: all the corresponding standard deviations are less than 0.02.