Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
---|---|---|---|---|
SVM-MI | 68.75 | 12.50 | 58 | 0.58 |
SVM-Corr | 71.88 | 17.78 | 141 | 0.77 |
SVM-RFE | 71.88 | 14.23 | 188 | 0.56 |
LASSO (\(\varTheta\) = 0.6) | 56.25 | 22.30 | 30 | 0.52 |
LASSO (\(\varTheta\) = 0.7) | 45.83 | 21.54 | 31 | 0.51 |
LASSO (\(\varTheta\) = 0.8) | 42.71 | 22.90 | 28 | 0.36 |
LASSO (\(\varTheta\) = 0.9) | 27.08 | 12.87 | 34 | 0.29 |
ENet (\(\varTheta\) = 0.6) | 51.04 | 17.24 | 136 | 0.56 |
ENet (\(\varTheta\) = 0.7) | 60.42 | 17.54 | 132 | 0.55 |
ENet (\(\varTheta\) = 0.8) | 62.50 | 19.94 | 149 | 0.54 |
ENet (\(\varTheta\) = 0.9) | 55.21 | 17.24 | 124 | 0.50 |