Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
---|---|---|---|---|
SVM-MI | 87.50 | 10.66 | 176 | 0.73 |
SVM-Corr | 79.17 | 17.94 | 179 | 0.73 |
SVM-RFE | 86.46 | 12.45 | 279 | 0.89 |
LASSO (\(\varTheta\) = 0.6) | 69.79 | 17.24 | 42 | 0.60 |
LASSO (\(\varTheta\) = 0.7) | 62.50 | 17.68 | 43 | 0.59 |
LASSO (\(\varTheta\) = 0.8) | 63.54 | 15.50 | 39 | 0.52 |
LASSO (\(\varTheta\) = 0.9) | 52.08 | 14.92 | 47 | 0.47 |
ENet (\(\varTheta\) = 0.6) | 57.29 | 18.04 | 160 | 0.71 |
ENet (\(\varTheta\) = 0.7) | 65.63 | 17.78 | 151 | 0.70 |
ENet (\(\varTheta\) = 0.8) | 67.71 | 15.50 | 161 | 0.67 |
ENet (\(\varTheta\) = 0.9) | 72.92 | 12.87 | 152 | 0.61 |