Table 6 Summary of results—subject 05680 in StarPlus dataset
Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
|---|---|---|---|---|
SVM-MI | 74.00 | 8.43 | 85 | 0.52 |
SVM-Corr | 73.00 | 14.18 | 2211 | 0.99 |
SVM-RFE | 75.00 | 15.81 | 298 | 0.19 |
LASSO (\(\varTheta\) = 0.6) | 80.00 | 8.16 | 4 | 1.00 |
LASSO (\(\varTheta\) = 0.7) | 80.00 | 8.16 | 4 | 1.00 |
LASSO (\(\varTheta\) = 0.8) | 80.00 | 8.16 | 4 | 1.00 |
LASSO (\(\varTheta\) = 0.9) | 80.00 | 8.16 | 4 | 1.00 |
ENet (\(\varTheta\) = 0.6) | 79.00 | 7.38 | 6 | 0.82 |
ENet (\(\varTheta\) = 0.7) | 78.00 | 7.89 | 9 | 0.84 |
ENet (\(\varTheta\) = 0.8) | 80.00 | 8.16 | 8 | 0.76 |
ENet (\(\varTheta\) = 0.9) | 80.00 | 8.16 | 8 | 0.72 |