Regression on Univariate synthetic (test)
0.0081RMSEGATSM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GATSMCategory=Interpretable2025.12 | 0.0081 | 0.9999 | |
| CNNCategory=Black-box2025.12 | 0.0122 | 0.9999 | |
| MAGNETSCategory=Interpretable, lambda_spars=0, lambda_ortho=02025.12 | 0.0273 | 0.9993 | |
| MAGNETSCategory=Interpretable, lambda_spars=1, lambda_ortho=12025.12 | 0.0332 | 0.9989 | |
| NATM-TimeCategory=Interpretable2025.12 | 0.0398 | 0.9984 | |
| NATMCategory=Interpretable2025.12 | 0.051 | 0.9974 | |
| NATM-FeatureCategory=Interpretable2025.12 | 0.0517 | 0.9973 | |
| Optimal SummariesCategory=Interpretable, lambda_spars=0, lambda_cos=02025.12 | 0.0976 | 0.9905 | |
| MultiROCKETCategory=Black-box2025.12 | 0.1592 | 0.9748 | |
| Random ForestCategory=Black-box2025.12 | 0.2636 | 0.9383 | |
| Optimal SummariesCategory=Interpretable, lambda_spars=0.1, lambda_cos=0.12025.12 | 0.4395 | 0.808 | |
| ROCKETCategory=Black-box2025.12 | 0.4458 | 0.8025 | |
| RidgeCategory=Interpretable2025.12 | 0.6917 | 0.5243 | |
| LassoCategory=Interpretable2025.12 | 0.6925 | 0.5231 | |
| Linear regressionCategory=Interpretable2025.12 | 0.6927 | 0.5229 | |
| MeanCategory=Interpretable2025.12 | 1.003 | 0 |