Regression on Life Expectancy
22.11MSE (Mean)LightGBM
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LightGBMrelationship_information=none2025.12 | 22.11 | 1.75 | 65 | 4 | |
| LightGBMrelationship_information=features2025.12 | 22.11 | 1.75 | 65 | 4 | |
| Relationship-Aware Nadaraya-Watson Kernel Regressionmode=relations, normalization=learnable norm2025.12 | 26.4 | 3.02 | 58 | 6 | |
| Relationship-Aware Nadaraya-Watson Kernel Regressionmode=relations, normalization=L2 norm2025.12 | 26.95 | 3.85 | 57 | 8 | |
| Relationship-Aware Nadaraya-Watson Kernel Regressionmode=relations, additional_layer=MLP2025.12 | 27.76 | 3.42 | 56 | 7 | |
| Nadaraya-Watsonrelationship_information=none2025.12 | 34.72 | 7.77 | 44 | 16 | |
| TabRel2025.12 | 40.9 | 13.4 | 43 | 23 | |
| Nadaraya-Watsonrelationship_information=features2025.12 | 1,357.2 | 92.5 | -2,050 | 200 |