Table 3 Summary of results—subject 04820 in StarPlus dataset
Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
|---|---|---|---|---|
SVM-MI | 90.00 | 10.54 | 164 | 0.40 |
SVM-Corr | 83.00 | 15.67 | 1845 | 0.98 |
SVM-RFE | 91.00 | 11.01 | 127 | 0.34 |
LASSO (\(\varTheta\) = 0.6) | 85.00 | 8.50 | 8 | 0.78 |
LASSO (\(\varTheta\) = 0.7) | 85.00 | 8.50 | 8 | 0.71 |
LASSO (\(\varTheta\) = 0.8) | 84.00 | 8.43 | 10 | 0.49 |
LASSO (\(\varTheta\) = 0.9) | 73.00 | 14.94 | 6 | 0.24 |
ENet (\(\varTheta\) = 0.6) | 85.00 | 10.80 | 14 | 0.64 |
ENet (\(\varTheta\) = 0.7) | 85.00 | 10.80 | 12 | 0.71 |
ENet (\(\varTheta\) = 0.8) | 85.00 | 10.80 | 15 | 0.92 |
ENet (\(\varTheta\) = 0.9) | 86.00 | 8.43 | 14 | 0.89 |