Table 10 Summary of results—subject 3 in Haxby dataset
Method | Mean accuracy (%) | STD (%) | Average number of selected features | Stability |
|---|---|---|---|---|
SVM-MI | 82.29 | 18.04 | 195 | 0.78 |
SVM-Corr | 80.21 | 22.27 | 260 | 0.87 |
SVM-RFE | 85.42 | 13.93 | 157 | 0.66 |
LASSO (\(\varTheta\) = 0.6) | 68.75 | 14.60 | 75 | 0.60 |
LASSO (\(\varTheta\) = 0.7) | 71.88 | 19.31 | 80 | 0.57 |
LASSO (\(\varTheta\) = 0.8) | 64.58 | 18.34 | 79 | 0.58 |
LASSO (\(\varTheta\) = 0.9) | 60.42 | 19.09 | 70 | 0.57 |
ENet (\(\varTheta\) = 0.6) | 40.63 | 17.78 | 242 | 0.71 |
ENet (\(\varTheta\) = 0.7) | 61.46 | 18.04 | 276 | 0.67 |
ENet (\(\varTheta\) = 0.8) | 62.50 | 15.08 | 263 | 0.64 |
ENet (\(\varTheta\) = 0.9) | 62.50 | 10.66 | 231 | 0.62 |