Time-series forecasting on TransnetBW 6 months (test)
263.1RMSETransformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| TransformerSHAP values=no2025.12 | 263.1 | 0.26 | 0.01 | |
| Transformer + Permutation ExplainerSHAP values=approximate2025.12 | 263.1 | 0.26 | 484.34 | |
| Transformer + Custom MaskerSHAP values=approximate2025.12 | 263.1 | 0.26 | 3.54 | |
| SHAPformerSHAP values=exact2025.12 | 265.9 | 3.46 | 0.6 | |
| XGBoostSHAP values=no2025.12 | 387 | 0 | 0 | |
| Temporal Fusion TransformerSHAP values=no2025.12 | 390.8 | 1.84 | 0.03 | |
| Linear RegressionSHAP values=no2025.12 | 553.7 | 0 | 0 | |
| Persistence baselineSHAP values=no2025.12 | 652.3 | — | — |