Regression on diamonds (60% retention)
0.9817R2 ScoreKAN-KO
Evaluation Results
| Method | Links | |
|---|---|---|
| KAN-KOBase Model=XGB2025.09 | 0.9817 | |
| KAN-L2Base Model=XGB2025.09 | 0.9817 | |
| KAN-SIBase Model=XGB2025.09 | 0.9817 | |
| All FeaturesBase Model=XGB2025.09 | 0.9816 | |
| Perm. (RF)Base Model=XGB2025.09 | 0.9812 | |
| Mutual InfoBase Model=XGB2025.09 | 0.9811 | |
| SVM-RFEBase Model=XGB2025.09 | 0.9811 | |
| KAN-L1Base Model=XGB2025.09 | 0.981 | |
| LASSO/L1Base Model=XGB2025.09 | 0.981 | |
| KAN-KOBase Model=RF2025.09 | 0.9801 | |
| KAN-L2Base Model=RF2025.09 | 0.9801 | |
| KAN-SIBase Model=RF2025.09 | 0.9801 | |
| All FeaturesBase Model=RF2025.09 | 0.98 | |
| LASSO/L1Base Model=RF2025.09 | 0.98 | |
| Mutual InfoBase Model=RF2025.09 | 0.98 | |
| Perm. (RF)Base Model=RF2025.09 | 0.98 | |
| SVM-RFEBase Model=RF2025.09 | 0.98 | |
| KAN-L1Base Model=RF2025.09 | 0.9792 | |
| All FeaturesBase Model=GB2025.09 | 0.971 | |
| KAN-KOBase Model=GB2025.09 | 0.971 | |
| KAN-L2Base Model=GB2025.09 | 0.971 | |
| KAN-SIBase Model=GB2025.09 | 0.971 | |
| KAN-L1Base Model=GB2025.09 | 0.9708 | |
| Mutual InfoBase Model=GB2025.09 | 0.9707 | |
| Perm. (RF)Base Model=GB2025.09 | 0.9707 | |
| SVM-RFEBase Model=GB2025.09 | 0.9707 | |
| LASSO/L1Base Model=GB2025.09 | 0.9704 | |
| LASSO/L1Base Model=Ridge2025.09 | 0.8847 | |
| KAN-L1Base Model=Ridge2025.09 | 0.8824 | |
| KAN-KOBase Model=Ridge2025.09 | 0.8806 | |
| KAN-L2Base Model=Ridge2025.09 | 0.8806 | |
| KAN-SIBase Model=Ridge2025.09 | 0.8806 | |
| All FeaturesBase Model=Ridge2025.09 | 0.8805 | |
| Mutual InfoBase Model=Ridge2025.09 | 0.8797 | |
| Perm. (RF)Base Model=Ridge2025.09 | 0.8797 | |
| SVM-RFEBase Model=Ridge2025.09 | 0.8797 |