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Regression on make_regression 60% retention level

99.999R2 ScoreRidge
87.7176490.9060794.094597.28293Sep 27, 2025

Evaluation results

MethodLinks
RidgeFeature Selection=All Features2025.0999.999
RidgeFeature Selection=KAN-L22025.0999.999
RidgeFeature Selection=KAN-SI2025.0999.999
RidgeFeature Selection=LASSO/L12025.0999.999
RidgeFeature Selection=Mutual Info2025.0999.999
RidgeFeature Selection=Permutation (RF)2025.0999.999
RidgeFeature Selection=SVM-RFE2025.0999.999
RidgeFeature Selection=KAN-KO2025.0998.85
RidgeFeature Selection=KAN-L12025.0998.85
GBFeature Selection=SVM-RFE2025.0995.03
GBFeature Selection=KAN-L22025.0995.01
GBFeature Selection=KAN-SI2025.0995.01
GBFeature Selection=LASSO/L12025.0995
GBFeature Selection=Permutation (RF)2025.0995
GBFeature Selection=Mutual Info2025.0994.99
GBFeature Selection=All Features2025.0994.56
GBFeature Selection=KAN-KO2025.0994.18
GBFeature Selection=KAN-L12025.0994.18
XGBFeature Selection=SVM-RFE2025.0993.44
XGBFeature Selection=Mutual Info2025.0993.41
XGBFeature Selection=LASSO/L12025.0993.36
XGBFeature Selection=Permutation (RF)2025.0993.36
XGBFeature Selection=KAN-L22025.0993.25
XGBFeature Selection=KAN-SI2025.0993.25
XGBFeature Selection=KAN-KO2025.0992.34
XGBFeature Selection=KAN-L12025.0992.34
XGBFeature Selection=All Features2025.0992.33
RFFeature Selection=KAN-L22025.0989.76
RFFeature Selection=KAN-SI2025.0989.76
RFFeature Selection=LASSO/L12025.0989.72
RFFeature Selection=Mutual Info2025.0989.72
RFFeature Selection=Permutation (RF)2025.0989.72
RFFeature Selection=SVM-RFE2025.0989.71
RFFeature Selection=KAN-KO2025.0989.22
RFFeature Selection=KAN-L12025.0989.22
RFFeature Selection=All Features2025.0988.19