Regression on make_regression 60% retention level
99.999R2 ScoreRidge
Evaluation Results
| Method | Links | |
|---|---|---|
| RidgeFeature Selection=All Features2025.09 | 99.999 | |
| RidgeFeature Selection=KAN-L22025.09 | 99.999 | |
| RidgeFeature Selection=KAN-SI2025.09 | 99.999 | |
| RidgeFeature Selection=LASSO/L12025.09 | 99.999 | |
| RidgeFeature Selection=Mutual Info2025.09 | 99.999 | |
| RidgeFeature Selection=Permutation (RF)2025.09 | 99.999 | |
| RidgeFeature Selection=SVM-RFE2025.09 | 99.999 | |
| RidgeFeature Selection=KAN-KO2025.09 | 98.85 | |
| RidgeFeature Selection=KAN-L12025.09 | 98.85 | |
| GBFeature Selection=SVM-RFE2025.09 | 95.03 | |
| GBFeature Selection=KAN-L22025.09 | 95.01 | |
| GBFeature Selection=KAN-SI2025.09 | 95.01 | |
| GBFeature Selection=LASSO/L12025.09 | 95 | |
| GBFeature Selection=Permutation (RF)2025.09 | 95 | |
| GBFeature Selection=Mutual Info2025.09 | 94.99 | |
| GBFeature Selection=All Features2025.09 | 94.56 | |
| GBFeature Selection=KAN-KO2025.09 | 94.18 | |
| GBFeature Selection=KAN-L12025.09 | 94.18 | |
| XGBFeature Selection=SVM-RFE2025.09 | 93.44 | |
| XGBFeature Selection=Mutual Info2025.09 | 93.41 | |
| XGBFeature Selection=LASSO/L12025.09 | 93.36 | |
| XGBFeature Selection=Permutation (RF)2025.09 | 93.36 | |
| XGBFeature Selection=KAN-L22025.09 | 93.25 | |
| XGBFeature Selection=KAN-SI2025.09 | 93.25 | |
| XGBFeature Selection=KAN-KO2025.09 | 92.34 | |
| XGBFeature Selection=KAN-L12025.09 | 92.34 | |
| XGBFeature Selection=All Features2025.09 | 92.33 | |
| RFFeature Selection=KAN-L22025.09 | 89.76 | |
| RFFeature Selection=KAN-SI2025.09 | 89.76 | |
| RFFeature Selection=LASSO/L12025.09 | 89.72 | |
| RFFeature Selection=Mutual Info2025.09 | 89.72 | |
| RFFeature Selection=Permutation (RF)2025.09 | 89.72 | |
| RFFeature Selection=SVM-RFE2025.09 | 89.71 | |
| RFFeature Selection=KAN-KO2025.09 | 89.22 | |
| RFFeature Selection=KAN-L12025.09 | 89.22 | |
| RFFeature Selection=All Features2025.09 | 88.19 |