Regression on Synthetic Parabolas deterministic R matrix (test)
0.002MSE (mean)Relationship-Aware Nadaraya-Watson Kernel Regression
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Relationship-Aware Nadaraya-Watson Kernel RegressionRelational Info=+ relations2025.12 | 0.002 | 0.001 | 0.99 | 0.01 | |
| TabRel2025.12 | 0.003 | 0.002 | 0.99 | 0.01 | |
| LightGBMRelational Info=rel-s features2025.12 | 0.012 | 0.004 | 0.93 | 0.02 | |
| NWRelational Info=rel-s features2025.12 | 0.093 | 0.012 | 0.63 | 0.05 | |
| NWRelational Info=no rel-s info2025.12 | 0.178 | 0.024 | 0.29 | 0.08 | |
| LightGBMRelational Info=no rel-s info2025.12 | 0.183 | 0.015 | 0.27 | 0.06 |