Time Series Regression on WindTurbinePower (test)
23.41RMSECNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CNNModel Category=Black-box2025.12 | 23.41 | 99.94 | |
| MAGNETSModel Category=Interpretable, lambda_spars=included, lambda_ortho=02025.12 | 23.65 | 99.93 | |
| MAGNETSModel Category=Interpretable, lambda_spars=included, lambda_ortho=12025.12 | 24.63 | 99.93 | |
| NATM-TimeModel Category=Interpretable2025.12 | 35.86 | 99.84 | |
| MultiROCKETModel Category=Black-box2025.12 | 99.62 | 98.78 | |
| Optimal SummariesModel Category=Interpretable, lambda_spars=included, lambda_cos=02025.12 | 99.87 | 98.77 | |
| Random ForestModel Category=Black-box2025.12 | 107.72 | 98.57 | |
| NATM-FeatureModel Category=Interpretable2025.12 | 175.83 | 96.2 | |
| NATMModel Category=Interpretable2025.12 | 176.4 | 96.17 | |
| GATSMModel Category=Interpretable2025.12 | 355.47 | 84.46 | |
| LassoModel Category=Interpretable2025.12 | 448.28 | 75.29 | |
| RidgeModel Category=Interpretable2025.12 | 452.83 | 74.78 | |
| ROCKETModel Category=Black-box2025.12 | 544.6 | 63.53 | |
| Optimal SummariesModel Category=Interpretable, lambda_spars=included, lambda_cos=0.12025.12 | 551.67 | 62.58 | |
| Linear regressionModel Category=Interpretable2025.12 | 714.62 | 37.2 | |
| MeanModel Category=Interpretable2025.12 | 905.44 | -0.81 |