Time Series Regression on BenzeneConcentration (test)
0.3994RMSECNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CNNModel Category=Black-box2025.12 | 0.3994 | 0.9984 | |
| Random ForestModel Category=Black-box2025.12 | 0.848 | 0.9888 | |
| MAGNETSModel Category=Interpretable, lambda_spars=included, lambda_ortho=12025.12 | 1.2008 | 0.9776 | |
| MAGNETSModel Category=Interpretable, lambda_spars=included, lambda_ortho=02025.12 | 1.3262 | 0.9726 | |
| GATSMModel Category=Interpretable2025.12 | 1.5894 | 0.9607 | |
| Linear regressionModel Category=Interpretable2025.12 | 1.6117 | 0.9596 | |
| RidgeModel Category=Interpretable2025.12 | 1.6371 | 0.9583 | |
| LassoModel Category=Interpretable2025.12 | 1.9793 | 0.939 | |
| NATMModel Category=Interpretable2025.12 | 4.9949 | 0.6116 | |
| Optimal SummariesModel Category=Interpretable, lambda_spars=included, lambda_cos=02025.12 | 7.917 | 0.0242 | |
| Optimal SummariesModel Category=Interpretable, lambda_spars=included, lambda_cos=0.12025.12 | 7.971 | 0.0109 | |
| MeanModel Category=Interpretable2025.12 | 8.0152 | -0.0001 | |
| MultiROCKETModel Category=Black-box2025.12 | 10.995 | 0.424 | |
| NATM-FeatureModel Category=Interpretable2025.12 | 11.896 | -1.203 | |
| ROCKETModel Category=Black-box2025.12 | 21.972 | -6.516 | |
| NATM-TimeModel Category=Interpretable2025.12 | 57.407 | -50.3 |