Regression on Trivariate-2 synthetic (test)
0.0396RMSEMAGNETS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MAGNETSCategory=Interpretable, lambda_spars=0, lambda_ortho=02025.12 | 0.0396 | 0.9984 | |
| MAGNETSCategory=Interpretable, lambda_spars=1, lambda_ortho=12025.12 | 0.0455 | 0.9979 | |
| CNNCategory=Black-box2025.12 | 0.0562 | 0.9968 | |
| GATSMCategory=Interpretable2025.12 | 0.2196 | 0.951 | |
| MultiROCKETCategory=Black-box2025.12 | 0.4719 | 0.7739 | |
| ROCKETCategory=Black-box2025.12 | 0.5343 | 0.7103 | |
| Random ForestCategory=Black-box2025.12 | 0.5574 | 0.7221 | |
| Optimal SummariesCategory=Interpretable, lambda_spars=0, lambda_cos=02025.12 | 0.5748 | 0.6645 | |
| RidgeCategory=Interpretable2025.12 | 0.6267 | 0.6012 | |
| NATM-TimeCategory=Interpretable2025.12 | 0.6267 | 0.6012 | |
| LassoCategory=Interpretable2025.12 | 0.628 | 0.5996 | |
| Linear regressionCategory=Interpretable2025.12 | 0.629 | 0.5983 | |
| NATMCategory=Interpretable2025.12 | 0.6336 | 0.5924 | |
| Optimal SummariesCategory=Interpretable, lambda_spars=0.1, lambda_cos=0.12025.12 | 0.9923 | 0 | |
| MeanCategory=Interpretable2025.12 | 0.9924 | 0 | |
| NATM-FeatureCategory=Interpretable2025.12 | 1.276 | -0.6538 |