Feature Selection on PIONeeR post-VIF
100StabilityFull data
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Full dataClassifier=Gradient boosting classifier2026.01 | 100 | 71 | — | — | |
| CIFEClassifier=multi-layer perceptron, Run time (s)=3.42026.01 | 73 | 67 | 8 | 16 | |
| DISRClassifier=extra trees classifier, Run time (s)=10.112026.01 | 54 | 61 | 8 | 21 | |
| ReliefFClassifier=multi-layer perceptron, Run time (s)=0.262026.01 | 49 | 68 | 6 | 37 | |
| p.adjust t-test + logistic .05Classifier=Gradient boosting classifier, Run time (s)=1.952026.01 | 39 | 72 | 10 | 93 | |
| LR-RFEClassifier=linear discriminant analysis, Run time (s)=0.112026.01 | 38 | 69 | 3 | 70 | |
| RF-RFEClassifier=Gradient boosting classifier, Run time (s)=52.272026.01 | 38 | 70 | 2 | 46 | |
| Exclusive LASSOClassifier=stacking classifier, Run time (s)=0.592026.01 | 37 | 66 | 6 | 27 | |
| Fisher scoreClassifier=Gradient boosting classifier, Run time (s)=0.192026.01 | 37 | 70 | 3 | 69 | |
| t-scoreClassifier=Gradient boosting classifier, Run time (s)=0.112026.01 | 36 | 70 | 3 | 71 | |
| LASSOClassifier=Gradient boosting classifier, Run time (s)=0.272026.01 | 34 | 69 | 2 | 59 | |
| BolassoClassifier=support vector classifier, Run time (s)=17.482026.01 | 34 | 69 | 1 | 49 | |
| Forward RFClassifier=logistic regression, Run time (s)=16.292026.01 | 34 | 69 | 2 | 47 | |
| Adaptive LASSOClassifier=stacking classifier, Run time (s)=0.242026.01 | 32 | 67 | 5 | 59 | |
| Gini indexClassifier=extra trees classifier, Run time (s)=12026.01 | 32 | 69 | 4 | 61 | |
| mRMRClassifier=linear discriminant analysis, Run time (s)=0.822026.01 | 32 | 70 | 4 | 63 | |
| ShapicantClassifier=bagging classifier, Run time (s)=25.962026.01 | 31 | 70 | 6 | 71 | |
| Stability selectionClassifier=stacking classifier, Run time (s)=8.12026.01 | 30 | 67 | 1 | 46 | |
| RENTClassifier=bagging classifier, Run time (s)=46.482026.01 | 29 | 69 | 1 | 47 | |
| HSIC LASSOClassifier=extra trees classifier, Run time (s)=0.692026.01 | 25 | 69 | 6 | 41 | |
| Stabl LASSOClassifier=stacking classifier, Run time (s)=47.362026.01 | 25 | 64 | 0 | 31 | |
| Hierarchical clusteringClassifier=Gradient boosting classifier, Run time (s)=9.442026.01 | 23 | 70 | 6 | 38 | |
| CMIMClassifier=bagging classifier, Run time (s)=3.622026.01 | 18 | 62 | 8 | 14 | |
| JMIClassifier=bagging classifier, Run time (s)=3.792026.01 | 18 | 60 | 8 | 21 | |
| Random FS (fixed size)Classifier=extra trees classifier2026.01 | 0 | 58 | 9 | 5 | |
| Random FS2026.01 | 0 | — | 7 | 8 |