Classification on make_classification
91.39Macro F1 ScoreRF
Evaluation Results
| Method | Links | |
|---|---|---|
| RFFeature Selection Method=KAN-KO, Feature Retention Level=60%2025.09 | 91.39 | |
| RFFeature Selection Method=KAN-L2, Feature Retention Level=60%2025.09 | 91.39 | |
| RFFeature Selection Method=Permutation (RF), Feature Retention Level=60%2025.09 | 90.98 | |
| RFFeature Selection Method=KAN-L1, Feature Retention Level=60%2025.09 | 90.59 | |
| RFFeature Selection Method=KAN-SI, Feature Retention Level=60%2025.09 | 90.59 | |
| XGBFeature Selection Method=KAN-L2, Feature Retention Level=60%2025.09 | 90.39 | |
| XGBFeature Selection Method=KAN-L1, Feature Retention Level=60%2025.09 | 90.19 | |
| RFFeature Selection Method=All Features, Feature Retention Level=60%2025.09 | 89.99 | |
| XGBFeature Selection Method=KAN-SI, Feature Retention Level=60%2025.09 | 89.99 | |
| XGBFeature Selection Method=KAN-KO, Feature Retention Level=60%2025.09 | 89.79 | |
| XGBFeature Selection Method=Permutation (RF), Feature Retention Level=60%2025.09 | 89.79 | |
| XGBFeature Selection Method=All Features, Feature Retention Level=60%2025.09 | 89.59 | |
| XGBFeature Selection Method=Mutual Info, Feature Retention Level=60%2025.09 | 89.59 | |
| XGBFeature Selection Method=SVM-RFE, Feature Retention Level=60%2025.09 | 89.59 | |
| GBFeature Selection Method=KAN-SI, Feature Retention Level=60%2025.09 | 89.19 | |
| RFFeature Selection Method=SVM-RFE, Feature Retention Level=60%2025.09 | 89.19 | |
| GBFeature Selection Method=KAN-KO, Feature Retention Level=60%2025.09 | 88.79 | |
| GBFeature Selection Method=KAN-L1, Feature Retention Level=60%2025.09 | 88.79 | |
| GBFeature Selection Method=KAN-L2, Feature Retention Level=60%2025.09 | 88.79 | |
| GBFeature Selection Method=Permutation (RF), Feature Retention Level=60%2025.09 | 88.79 | |
| RFFeature Selection Method=Mutual Info, Feature Retention Level=60%2025.09 | 88.79 | |
| GBFeature Selection Method=All Features, Feature Retention Level=60%2025.09 | 88.38 | |
| GBFeature Selection Method=Mutual Info, Feature Retention Level=60%2025.09 | 88.19 | |
| GBFeature Selection Method=SVM-RFE, Feature Retention Level=60%2025.09 | 88.19 | |
| RFFeature Selection Method=LASSO/L1, Feature Retention Level=60%2025.09 | 88.19 | |
| XGBFeature Selection Method=LASSO/L1, Feature Retention Level=60%2025.09 | 87.79 | |
| GBFeature Selection Method=LASSO/L1, Feature Retention Level=60%2025.09 | 86.17 | |
| LogRegFeature Selection Method=KAN-KO, Feature Retention Level=60%2025.09 | 85.96 | |
| LogRegFeature Selection Method=KAN-L1, Feature Retention Level=60%2025.09 | 85.96 | |
| LogRegFeature Selection Method=KAN-L2, Feature Retention Level=60%2025.09 | 85.96 | |
| LogRegFeature Selection Method=KAN-SI, Feature Retention Level=60%2025.09 | 85.96 | |
| LogRegFeature Selection Method=Permutation (RF), Feature Retention Level=60%2025.09 | 85.96 | |
| LogRegFeature Selection Method=All Features, Feature Retention Level=60%2025.09 | 85.77 | |
| LogRegFeature Selection Method=Mutual Info, Feature Retention Level=60%2025.09 | 85.77 | |
| LogRegFeature Selection Method=SVM-RFE, Feature Retention Level=60%2025.09 | 85.77 | |
| LogRegFeature Selection Method=LASSO/L1, Feature Retention Level=60%2025.09 | 84.77 |