Table 5 Summary of results—subject 05675 in StarPlus dataset
Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
|---|---|---|---|---|
SVM-MI | 87.00 | 6.75 | 70 | 0.47 |
SVM-Corr | 78.00 | 11.35 | 2059 | 0.88 |
SVM-RFE | 90.00 | 8.16 | 50 | 0.39 |
LASSO (\(\varTheta\) = 0.6) | 89.00 | 7.38 | 11 | 0.60 |
LASSO (\(\varTheta\) = 0.7) | 87.00 | 10.59 | 11 | 0.54 |
LASSO (\(\varTheta\) = 0.8) | 86.00 | 9.66 | 11 | 0.54 |
LASSO (\(\varTheta\) = 0.9) | 82.00 | 9.19 | 18 | 0.61 |
ENet (\(\varTheta\) = 0.6) | 90.00 | 6.67 | 25 | 0.75 |
ENet (\(\varTheta\) = 0.7) | 88.00 | 10.33 | 19 | 0.73 |
ENet (\(\varTheta\) = 0.8) | 85.00 | 8.50 | 25 | 0.61 |
ENet (\(\varTheta\) = 0.9) | 82.00 | 10.33 | 23 | 0.60 |