Table 4 Summary of results—subject 04847 in StarPlus dataset
Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
|---|---|---|---|---|
SVM-MI | 80.00 | 4.71 | 64 | 0.59 |
SVM-Corr | 82.00 | 10.33 | 1660 | 0.97 |
SVM-RFE | 83.00 | 9.49 | 50 | 0.39 |
LASSO (\(\varTheta\) = 0.6) | 77.00 | 8.23 | 4 | 0.60 |
LASSO (\(\varTheta\) = 0.7) | 76.00 | 8.43 | 7 | 0.69 |
LASSO (\(\varTheta\) = 0.8) | 79.00 | 9.94 | 5 | 0.82 |
LASSO (\(\varTheta\) = 0.9) | 79.00 | 9.94 | 5 | 0.90 |
ENet (\(\varTheta\) = 0.6) | 77.00 | 11.60 | 7 | 0.46 |
ENet (\(\varTheta\) = 0.7) | 78.00 | 10.33 | 13 | 0.53 |
ENet (\(\varTheta\) = 0.8) | 77.00 | 8.23 | 9 | 0.56 |
ENet (\(\varTheta\) = 0.9) | 80.00 | 9.43 | 13 | 0.69 |