Table 12 Summary of results—subject 5 in Haxby dataset
Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
|---|---|---|---|---|
SVM-MI | 64.77 | 30.53 | 142 | 0.62 |
SVM-Corr | 68.18 | 29.24 | 255 | 0.77 |
SVM-RFE | 65.91 | 29.63 | 237 | 0.72 |
LASSO (\(\varTheta\) = 0.6) | 51.14 | 24.01 | 24 | 0.58 |
LASSO (\(\varTheta\) = 0.7) | 46.59 | 21.72 | 23 | 0.57 |
LASSO (\(\varTheta\) = 0.8) | 39.77 | 22.23 | 21 | 0.43 |
LASSO (\(\varTheta\) = 0.9) | 15.91 | 9.83 | 22 | 0.12 |
ENet (\(\varTheta\) = 0.6) | 45.45 | 21.12 | 66 | 0.54 |
ENet (\(\varTheta\) = 0.7) | 39.77 | 27.28 | 67 | 0.52 |
ENet (\(\varTheta\) = 0.8) | 46.59 | 23.78 | 65 | 0.53 |
ENet (\(\varTheta\) = 0.9) | 48.86 | 27.07 | 76 | 0.59 |