Classification on Wine (F1 Macro)
98.44F1 MacroLightGBM
Evaluation Results
| Method | Links | |
|---|---|---|
| LightGBM2021.09 | 98.44 | |
| RFFeature Selection=KAN-KO, Retention Level=60%2025.09 | 98.37 | |
| RFFeature Selection=All Features, Retention Level=60%2025.09 | 98.32 | |
| RF2021.09 | 98.31 | |
| RRL2021.09 | 98.23 | |
| RFFeature Selection=KAN-SI, Retention Level=60%2025.09 | 97.84 | |
| RFFeature Selection=LASSO/L1, Retention Level=60%2025.09 | 97.81 | |
| CRS2021.09 | 97.78 | |
| XGBoost2021.09 | 97.78 | |
| LogRegFeature Selection=LASSO/L1, Retention Level=60%2025.09 | 97.74 | |
| CORELS2021.09 | 97.43 | |
| RFFeature Selection=SVM-RFE, Retention Level=60%2025.09 | 97.32 | |
| RFFeature Selection=Mutual Info, Retention Level=60%2025.09 | 97.29 | |
| RFFeature Selection=Permutation (RF), Retention Level=60%2025.09 | 97.28 | |
| XGBFeature Selection=SVM-RFE, Retention Level=60%2025.09 | 97.28 | |
| XGBFeature Selection=All Features, Retention Level=60%2025.09 | 97.24 | |
| RFFeature Selection=KAN-L1, Retention Level=60%2025.09 | 96.76 | |
| RFFeature Selection=KAN-L2, Retention Level=60%2025.09 | 96.76 | |
| XGBFeature Selection=KAN-KO, Retention Level=60%2025.09 | 96.74 | |
| XGBFeature Selection=KAN-SI, Retention Level=60%2025.09 | 96.71 | |
| XGBFeature Selection=Permutation (RF), Retention Level=60%2025.09 | 96.7 | |
| XGBFeature Selection=LASSO/L1, Retention Level=60%2025.09 | 96.67 | |
| LogRegFeature Selection=KAN-KO, Retention Level=60%2025.09 | 96.63 | |
| LogRegFeature Selection=Mutual Info, Retention Level=60%2025.09 | 96.63 | |
| XGBFeature Selection=KAN-L1, Retention Level=60%2025.09 | 96.15 | |
| XGBFeature Selection=KAN-L2, Retention Level=60%2025.09 | 96.15 | |
| LogRegFeature Selection=KAN-L1, Retention Level=60%2025.09 | 96.11 | |
| LogRegFeature Selection=KAN-L2, Retention Level=60%2025.09 | 96.11 | |
| LogRegFeature Selection=Permutation (RF), Retention Level=60%2025.09 | 96.11 | |
| LogRegFeature Selection=SVM-RFE, Retention Level=60%2025.09 | 96.11 | |
| LogRegFeature Selection=KAN-SI, Retention Level=60%2025.09 | 96.1 | |
| SVM2021.09 | 96.05 | |
| SBRL2021.09 | 95.84 | |
| GBFeature Selection=KAN-L1, Retention Level=60%2025.09 | 95.66 | |
| GBFeature Selection=KAN-L2, Retention Level=60%2025.09 | 95.66 | |
| GBFeature Selection=Permutation (RF), Retention Level=60%2025.09 | 95.66 | |
| XGBFeature Selection=Mutual Info, Retention Level=60%2025.09 | 95.57 | |
| LogRegFeature Selection=All Features, Retention Level=60%2025.09 | 95.49 | |
| C4.52021.09 | 95.48 | |
| LR2021.09 | 95.16 | |
| GBFeature Selection=Mutual Info, Retention Level=60%2025.09 | 95.07 | |
| GBFeature Selection=LASSO/L1, Retention Level=60%2025.09 | 95.05 | |
| GBFeature Selection=KAN-SI, Retention Level=60%2025.09 | 94.58 | |
| GBFeature Selection=All Features, Retention Level=60%2025.09 | 94.52 | |
| GBFeature Selection=SVM-RFE, Retention Level=60%2025.09 | 94.5 | |
| GBFeature Selection=KAN-KO, Retention Level=60%2025.09 | 94.49 | |
| CART2021.09 | 94.39 | |
| PLNN(MLP)2021.09 | 76.07 |