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ResearchFormerly WizWand

Classification on make_classification

91.39Macro F1 ScoreRF
84.505286.292688.0889.8674Sep 27, 2025
Updated 7mo ago

Evaluation results

MethodLinks
RFFeature Selection Method=KAN-KO, Feature Retention Level=60%2025.0991.39
RFFeature Selection Method=KAN-L2, Feature Retention Level=60%2025.0991.39
RFFeature Selection Method=Permutation (RF), Feature Retention Level=60%2025.0990.98
RFFeature Selection Method=KAN-L1, Feature Retention Level=60%2025.0990.59
RFFeature Selection Method=KAN-SI, Feature Retention Level=60%2025.0990.59
XGBFeature Selection Method=KAN-L2, Feature Retention Level=60%2025.0990.39
XGBFeature Selection Method=KAN-L1, Feature Retention Level=60%2025.0990.19
RFFeature Selection Method=All Features, Feature Retention Level=60%2025.0989.99
XGBFeature Selection Method=KAN-SI, Feature Retention Level=60%2025.0989.99
XGBFeature Selection Method=KAN-KO, Feature Retention Level=60%2025.0989.79
XGBFeature Selection Method=Permutation (RF), Feature Retention Level=60%2025.0989.79
XGBFeature Selection Method=All Features, Feature Retention Level=60%2025.0989.59
XGBFeature Selection Method=Mutual Info, Feature Retention Level=60%2025.0989.59
XGBFeature Selection Method=SVM-RFE, Feature Retention Level=60%2025.0989.59
GBFeature Selection Method=KAN-SI, Feature Retention Level=60%2025.0989.19
RFFeature Selection Method=SVM-RFE, Feature Retention Level=60%2025.0989.19
GBFeature Selection Method=KAN-KO, Feature Retention Level=60%2025.0988.79
GBFeature Selection Method=KAN-L1, Feature Retention Level=60%2025.0988.79
GBFeature Selection Method=KAN-L2, Feature Retention Level=60%2025.0988.79
GBFeature Selection Method=Permutation (RF), Feature Retention Level=60%2025.0988.79
RFFeature Selection Method=Mutual Info, Feature Retention Level=60%2025.0988.79
GBFeature Selection Method=All Features, Feature Retention Level=60%2025.0988.38
GBFeature Selection Method=Mutual Info, Feature Retention Level=60%2025.0988.19
GBFeature Selection Method=SVM-RFE, Feature Retention Level=60%2025.0988.19
RFFeature Selection Method=LASSO/L1, Feature Retention Level=60%2025.0988.19
XGBFeature Selection Method=LASSO/L1, Feature Retention Level=60%2025.0987.79
GBFeature Selection Method=LASSO/L1, Feature Retention Level=60%2025.0986.17
LogRegFeature Selection Method=KAN-KO, Feature Retention Level=60%2025.0985.96
LogRegFeature Selection Method=KAN-L1, Feature Retention Level=60%2025.0985.96
LogRegFeature Selection Method=KAN-L2, Feature Retention Level=60%2025.0985.96
LogRegFeature Selection Method=KAN-SI, Feature Retention Level=60%2025.0985.96
LogRegFeature Selection Method=Permutation (RF), Feature Retention Level=60%2025.0985.96
LogRegFeature Selection Method=All Features, Feature Retention Level=60%2025.0985.77
LogRegFeature Selection Method=Mutual Info, Feature Retention Level=60%2025.0985.77
LogRegFeature Selection Method=SVM-RFE, Feature Retention Level=60%2025.0985.77
LogRegFeature Selection Method=LASSO/L1, Feature Retention Level=60%2025.0984.77