Regression on Bivariate synthetic (test)
0.029RMSEMAGNETS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAGNETSCategory=Interpretable, lambda_spars=0, lambda_ortho=02025.12 | 0.029 | 0.9991 | |
| MAGNETSCategory=Interpretable, lambda_spars=1, lambda_ortho=12025.12 | 0.0309 | 0.999 | |
| CNNCategory=Black-box2025.12 | 0.0373 | 0.9986 | |
| GATSMCategory=Interpretable2025.12 | 0.0901 | 0.9917 | |
| Random ForestCategory=Black-box2025.12 | 0.5492 | 0.7155 | |
| MultiROCKETCategory=Black-box2025.12 | 0.6155 | 0.6112 | |
| ROCKETCategory=Black-box2025.12 | 0.6639 | 0.5469 | |
| Optimal SummariesCategory=Interpretable, lambda_spars=0, lambda_cos=02025.12 | 0.8355 | 0.2822 | |
| RidgeCategory=Interpretable2025.12 | 0.8988 | 0.1694 | |
| LassoCategory=Interpretable2025.12 | 0.8991 | 0.1689 | |
| Linear regressionCategory=Interpretable2025.12 | 0.9014 | 0.1645 | |
| NATM-TimeCategory=Interpretable2025.12 | 0.9023 | 0.1629 | |
| NATMCategory=Interpretable2025.12 | 0.9077 | 0.1528 | |
| NATM-FeatureCategory=Interpretable2025.12 | 0.945 | 0.0818 | |
| MeanCategory=Interpretable2025.12 | 0.9863 | -0.0003 | |
| Optimal SummariesCategory=Interpretable, lambda_spars=0.1, lambda_cos=0.12025.12 | 0.9863 | 0 |