Regression on Trivariate-1 synthetic (test)
0.0244RMSECNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CNNCategory=Black-box2025.12 | 0.0244 | 0.9994 | |
| MAGNETSCategory=Interpretable, lambda_spars=0, lambda_ortho=02025.12 | 0.0265 | 0.9993 | |
| MAGNETSCategory=Interpretable, lambda_spars=1, lambda_ortho=12025.12 | 0.0272 | 0.9993 | |
| GATSMCategory=Interpretable2025.12 | 0.2131 | 0.9542 | |
| MultiROCKETCategory=Black-box2025.12 | 0.4707 | 0.7768 | |
| ROCKETCategory=Black-box2025.12 | 0.5152 | 0.7326 | |
| Optimal SummariesCategory=Interpretable, lambda_spars=0, lambda_cos=02025.12 | 0.5378 | 0.7085 | |
| Random ForestCategory=Black-box2025.12 | 0.5411 | 0.738 | |
| NATM-TimeCategory=Interpretable2025.12 | 0.593 | 0.6456 | |
| RidgeCategory=Interpretable2025.12 | 0.5936 | 0.645 | |
| LassoCategory=Interpretable2025.12 | 0.5941 | 0.6443 | |
| Linear regressionCategory=Interpretable2025.12 | 0.5948 | 0.6434 | |
| NATMCategory=Interpretable2025.12 | 0.6011 | 0.6359 | |
| NATM-FeatureCategory=Interpretable2025.12 | 0.882 | 0.216 | |
| MeanCategory=Interpretable2025.12 | 0.9961 | 0 | |
| Optimal SummariesCategory=Interpretable, lambda_spars=0.1, lambda_cos=0.12025.12 | 0.9965 | 0 |