Table 10 Intersection of relevant features from top 20 pipeline models that coincide with the same configuration of FS + Classifier
FS + Classifier | # of relevant features selected by pipelines | # of features that match |
|---|---|---|
ANOVA + LINEAR SVM | 193 / 193 / 193 | 193 |
ANOVA + RF | 144 / 193 / 193 | 144 |
ANOVA + KNN | 95 | N/A |
RFE-LR + LINEAR SVM | 148 / 148 / 148 | 148 |
RFE-LR + RF | 257 / 238 / 305 | 3 |
RFE-LR + KNN | 148 / 148 | 148 |
RLR-L1 + RF | 3 / 7 | 3 |
RLR-L1 + KNN | 13 / 17 / 16 | 12 |