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ResearchFormerly WizWand

Classification on Wine (F1 Macro)

98.44F1 MacroLightGBM
75.175281.215187.25593.2949Sep 30, 2021May 31, 2022Jan 29, 2023Sep 29, 2023May 29, 2024Jan 27, 2025Sep 27, 2025
Updated 7mo ago

Evaluation results

MethodLinks
LightGBM2021.0998.44
RFFeature Selection=KAN-KO, Retention Level=60%2025.0998.37
RFFeature Selection=All Features, Retention Level=60%2025.0998.32
RF2021.0998.31
RRL2021.0998.23
RFFeature Selection=KAN-SI, Retention Level=60%2025.0997.84
RFFeature Selection=LASSO/L1, Retention Level=60%2025.0997.81
CRS2021.0997.78
XGBoost2021.0997.78
LogRegFeature Selection=LASSO/L1, Retention Level=60%2025.0997.74
CORELS2021.0997.43
RFFeature Selection=SVM-RFE, Retention Level=60%2025.0997.32
RFFeature Selection=Mutual Info, Retention Level=60%2025.0997.29
RFFeature Selection=Permutation (RF), Retention Level=60%2025.0997.28
XGBFeature Selection=SVM-RFE, Retention Level=60%2025.0997.28
XGBFeature Selection=All Features, Retention Level=60%2025.0997.24
RFFeature Selection=KAN-L1, Retention Level=60%2025.0996.76
RFFeature Selection=KAN-L2, Retention Level=60%2025.0996.76
XGBFeature Selection=KAN-KO, Retention Level=60%2025.0996.74
XGBFeature Selection=KAN-SI, Retention Level=60%2025.0996.71
XGBFeature Selection=Permutation (RF), Retention Level=60%2025.0996.7
XGBFeature Selection=LASSO/L1, Retention Level=60%2025.0996.67
LogRegFeature Selection=KAN-KO, Retention Level=60%2025.0996.63
LogRegFeature Selection=Mutual Info, Retention Level=60%2025.0996.63
XGBFeature Selection=KAN-L1, Retention Level=60%2025.0996.15
XGBFeature Selection=KAN-L2, Retention Level=60%2025.0996.15
LogRegFeature Selection=KAN-L1, Retention Level=60%2025.0996.11
LogRegFeature Selection=KAN-L2, Retention Level=60%2025.0996.11
LogRegFeature Selection=Permutation (RF), Retention Level=60%2025.0996.11
LogRegFeature Selection=SVM-RFE, Retention Level=60%2025.0996.11
LogRegFeature Selection=KAN-SI, Retention Level=60%2025.0996.1
SVM2021.0996.05
SBRL2021.0995.84
GBFeature Selection=KAN-L1, Retention Level=60%2025.0995.66
GBFeature Selection=KAN-L2, Retention Level=60%2025.0995.66
GBFeature Selection=Permutation (RF), Retention Level=60%2025.0995.66
XGBFeature Selection=Mutual Info, Retention Level=60%2025.0995.57
LogRegFeature Selection=All Features, Retention Level=60%2025.0995.49
C4.52021.0995.48
LR2021.0995.16
GBFeature Selection=Mutual Info, Retention Level=60%2025.0995.07
GBFeature Selection=LASSO/L1, Retention Level=60%2025.0995.05
GBFeature Selection=KAN-SI, Retention Level=60%2025.0994.58
GBFeature Selection=All Features, Retention Level=60%2025.0994.52
GBFeature Selection=SVM-RFE, Retention Level=60%2025.0994.5
GBFeature Selection=KAN-KO, Retention Level=60%2025.0994.49
CART2021.0994.39
PLNN(MLP)2021.0976.07