Table 5 Top 10 features selected by random forests, PLS-DA, PD-CR and SVM on the BRAIN dataset with 25,286 features
Random forests | PLS-DA | PD-CR | SVM |
|---|---|---|---|
NEG_MZ147.0867 | POS_MZ131.0342 | POS_MZ131.0342 | POS_MZ131.0342 |
POS_MZ133.0384 | POS_MZ132.0375 | POS_MZ132.0375 | POS_MZ132.0375 |
POS_MZ166.0713 | POS_MZ166.0713 | POS_MZ243.9903 | POS_MZ166.0713 |
POS_MZ228.0182 | NEG_MZ147.0288 | POS_MZ166.0712 | NEG_MZ147.0288 |
POS_MZ132.5234 | NEG_MZ148.0321 | NEG_MZ147.0288 | NEG_MZ148.0321 |
POS_MZ173.0306 | NEG_MZ149.0329 | NEG_MZ148.0321 | POS_MZ171.0265 |
POS_MZ219.0082 | POS_MZ171.0265 | POS_MZ123.5181 | POS_MZ132.0375 |
NEG_MZ215.0168 | POS_MZ132.0375 | POS_MZ171.0265 | POS_MZ247.9616 |
POS_MZ171.0265 | POS_MZ243.9903 | NEG_MZ149.0329 | POS_MZ243.9903 |
POS_MZ319.0510 | POS_MZ123.5181 | POS_MZ133.0384 | NEG_MZ149.0329 |