Time Series Regression on BridgeDegradation (test)
0.0326RMSEGATSM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GATSMModel Category=Interpretable2025.12 | 0.0326 | 0.9984 | |
| CNNModel Category=Black-box2025.12 | 0.0387 | 0.9978 | |
| MAGNETSModel Category=Interpretable, lambda_spars=included, lambda_ortho=12025.12 | 0.0578 | 0.9957 | |
| MAGNETSModel Category=Interpretable, lambda_spars=included, lambda_ortho=02025.12 | 0.067 | 0.9934 | |
| NATMModel Category=Interpretable2025.12 | 0.0765 | 0.9913 | |
| NATM-TimeModel Category=Interpretable2025.12 | 0.1216 | 0.9781 | |
| MultiROCKETModel Category=Black-box2025.12 | 0.1722 | 0.9724 | |
| RidgeModel Category=Interpretable2025.12 | 0.2319 | 0.931 | |
| Random ForestModel Category=Black-box2025.12 | 0.2323 | 0.9351 | |
| LassoModel Category=Interpretable2025.12 | 0.2405 | 0.9273 | |
| ROCKETModel Category=Black-box2025.12 | 0.2597 | 0.9248 | |
| NATM-FeatureModel Category=Interpretable2025.12 | 0.2826 | 0.8818 | |
| Optimal SummariesModel Category=Interpretable, lambda_spars=included, lambda_cos=0.12025.12 | 0.2968 | 0.8696 | |
| Optimal SummariesModel Category=Interpretable, lambda_spars=included, lambda_cos=02025.12 | 0.3034 | 0.8637 | |
| Linear regressionModel Category=Interpretable2025.12 | 0.3039 | 0.8694 | |
| MeanModel Category=Interpretable2025.12 | 0.841 | 0 |