Table 2 Summary of results—subject 04799 in StarPlus dataset
Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
|---|---|---|---|---|
SVM-MI | 50.00 | 17.00 | 56 | 0.32 |
SVM-Corr | 46.00 | 16.47 | 51 | 0.32 |
SVM-RFE | 55.00 | 17.16 | 70 | 0.40 |
LASSO (\(\varTheta\) = 0.6) | 41.00 | 12.87 | 6 | 0.16 |
LASSO (\(\varTheta\) = 0.7) | 48.00 | 11.35 | 4 | 0.23 |
LASSO (\(\varTheta\) = 0.8) | 48.00 | 11.35 | 7 | 0.36 |
LASSO (\(\varTheta\) = 0.9) | 49.00 | 3.16 | 6 | 0.06 |
ENet (\(\varTheta\) = 0.6) | 43.00 | 13.37 | 10 | 0.20 |
ENet (\(\varTheta\) = 0.7) | 45.00 | 15.81 | 6 | 0.21 |
ENet (\(\varTheta\) = 0.8) | 48.00 | 13.17 | 8 | 0.41 |
ENet (\(\varTheta\) = 0.9) | 47.00 | 10.59 | 5 | 0.10 |