Long-term forecasting on ECL (Electricity Consumption Load) H336 (2012-2014)
0.243MAETransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TransformerContext window=96-hour2026.05 | 0.243 | 0.14 | |
| Transformer + TDAContext window=96-hour2026.05 | 0.243 | 0.141 | |
| Transformer + TDA + SheafContext window=96-hour2026.05 | 0.245 | 0.136 | |
| iTransformerContext window=96-hour2026.05 | 0.292 | 0.2 | |
| PatchTSTContext window=96-hour2026.05 | 0.305 | 0.215 | |
| TimesFM + TDA + SheafContext window=96-hour2026.05 | 0.313 | 0.217 | |
| Chronos + TDA + SheafContext window=96-hour2026.05 | 0.315 | 0.217 | |
| TimesFM Vanilla AdapterContext window=96-hour2026.05 | 0.315 | 0.219 | |
| TimesFM + TDAContext window=96-hour2026.05 | 0.315 | 0.219 | |
| Chronos + TDAContext window=96-hour2026.05 | 0.318 | 0.22 | |
| Chronos Vanilla AdapterContext window=96-hour2026.05 | 0.319 | 0.221 | |
| AutoformerContext window=96-hour2026.05 | 0.338 | 0.231 | |
| TimesFM Zero-ShotContext window=96-hour2026.05 | 0.589 | 0.605 | |
| Chronos Zero-ShotContext window=96-hour2026.05 | 0.612 | 0.638 |