Long-term forecasting on ECL (Electricity Consumption Load) H=720 2012-2014
0.32MAEiTransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| iTransformerContext window=96-hour2026.05 | 0.32 | 0.22 | |
| PatchTSTContext window=96-hour2026.05 | 0.337 | 0.256 | |
| TimesFM Vanilla AdapterContext window=96-hour2026.05 | 0.342 | 0.252 | |
| TimesFM + TDAContext window=96-hour2026.05 | 0.343 | 0.254 | |
| Chronos + TDA + SheafContext window=96-hour2026.05 | 0.346 | 0.257 | |
| Chronos Vanilla AdapterContext window=96-hour2026.05 | 0.348 | 0.259 | |
| Chronos + TDAContext window=96-hour2026.05 | 0.349 | 0.259 | |
| TimesFM + TDA + SheafContext window=96-hour2026.05 | 0.35 | 0.269 | |
| Transformer + TDAContext window=96-hour2026.05 | 0.351 | 0.276 | |
| TransformerContext window=96-hour2026.05 | 0.355 | 0.289 | |
| Transformer + TDA + SheafContext window=96-hour2026.05 | 0.355 | 0.279 | |
| AutoformerContext window=96-hour2026.05 | 0.361 | 0.254 | |
| TimesFM Zero-ShotContext window=96-hour2026.05 | 0.607 | 0.626 | |
| Chronos Zero-ShotContext window=96-hour2026.05 | 0.642 | 0.688 |