Table 7 Summary of results—subject 05710 in StarPlus dataset
Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
|---|---|---|---|---|
SVM-MI | 83.00 | 9.49 | 52 | 0.54 |
SVM-Corr | 70.00 | 6.67 | 1861 | 0.99 |
SVM-RFE | 76.00 | 10.75 | 93 | 0.27 |
LASSO (\(\varTheta\) = 0.6) | 88.00 | 13.17 | 10 | 0.76 |
LASSO (\(\varTheta\) = 0.7) | 86.00 | 12.65 | 8 | 0.64 |
LASSO (\(\varTheta\) = 0.8) | 84.00 | 12.65 | 9 | 0.68 |
LASSO (\(\varTheta\) = 0.9) | 79.00 | 11.01 | 8 | 0.71 |
ENet (\(\varTheta\) = 0.6) | 91.00 | 8.76 | 12 | 0.78 |
ENet (\(\varTheta\) = 0.7) | 90.00 | 9.43 | 13 | 0.87 |
ENet (\(\varTheta\) = 0.8) | 86.00 | 12.65 | 11 | 0.78 |
ENet (\(\varTheta\) = 0.9) | 86.00 | 12.65 | 12 | 0.66 |