Classification on Digits (Macro-F1)
100Macro-F1All Features
Evaluation Results
| Method | Links | |
|---|---|---|
| All FeaturesModel=LogReg, Retention Level=60%2025.09 | 100 | |
| KAN-KOModel=LogReg, Retention Level=60%2025.09 | 100 | |
| KAN-L1Model=LogReg, Retention Level=60%2025.09 | 100 | |
| KAN-L2Model=LogReg, Retention Level=60%2025.09 | 100 | |
| KAN-SIModel=LogReg, Retention Level=60%2025.09 | 100 | |
| LASSO/L1Model=LogReg, Retention Level=60%2025.09 | 100 | |
| Mutual InfoModel=LogReg, Retention Level=60%2025.09 | 100 | |
| SVM-RFEModel=LogReg, Retention Level=60%2025.09 | 100 | |
| KAN-L1Model=RF, Retention Level=60%2025.09 | 100 | |
| Perm. (RF)Model=LogReg, Retention Level=60%2025.09 | 99.81 | |
| KAN-KOModel=RF, Retention Level=60%2025.09 | 99.81 | |
| KAN-SIModel=RF, Retention Level=60%2025.09 | 99.81 | |
| KAN-L1Model=XGB, Retention Level=60%2025.09 | 99.81 | |
| LASSO/L1Model=XGB, Retention Level=60%2025.09 | 99.81 | |
| Mutual InfoModel=XGB, Retention Level=60%2025.09 | 99.81 | |
| SVM-RFEModel=RF, Retention Level=60%2025.09 | 99.63 | |
| All FeaturesModel=XGB, Retention Level=60%2025.09 | 99.63 | |
| KAN-KOModel=XGB, Retention Level=60%2025.09 | 99.63 | |
| Perm. (RF)Model=XGB, Retention Level=60%2025.09 | 99.63 | |
| SVM-RFEModel=XGB, Retention Level=60%2025.09 | 99.63 | |
| LASSO/L1Model=RF, Retention Level=60%2025.09 | 99.62 | |
| Mutual InfoModel=RF, Retention Level=60%2025.09 | 99.62 | |
| Perm. (RF)Model=RF, Retention Level=60%2025.09 | 99.62 | |
| All FeaturesModel=RF, Retention Level=60%2025.09 | 99.44 | |
| KAN-SIModel=XGB, Retention Level=60%2025.09 | 99.44 | |
| KAN-L2Model=XGB, Retention Level=60%2025.09 | 99.26 | |
| KAN-L1Model=GB, Retention Level=60%2025.09 | 99.25 | |
| KAN-SIModel=GB, Retention Level=60%2025.09 | 99.25 | |
| Perm. (RF)Model=GB, Retention Level=60%2025.09 | 99.25 | |
| KAN-L2Model=RF, Retention Level=60%2025.09 | 99.25 | |
| KAN-KOModel=GB, Retention Level=60%2025.09 | 99.07 | |
| Mutual InfoModel=GB, Retention Level=60%2025.09 | 99.07 | |
| SVM-RFEModel=GB, Retention Level=60%2025.09 | 99.07 | |
| LASSO/L1Model=GB, Retention Level=60%2025.09 | 99.06 | |
| All FeaturesModel=GB, Retention Level=60%2025.09 | 98.69 | |
| KAN-L2Model=GB, Retention Level=60%2025.09 | 98.13 |