Multivariate long-term forecasting on ECL (Electricity Consuming Load) (test)
0.167MSEACFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ACFormerLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.167 | 0.257 | |
| ModernTCNLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.174 | 0.27 | |
| AmplifierLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.178 | 0.264 | |
| iTransformerLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.178 | 0.263 | |
| TimeProLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.18 | 0.264 | |
| TimeMixer++Lookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.19 | 0.274 | |
| PatchTSTLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.194 | 0.27 | |
| TimesNetLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.201 | 0.293 | |
| DLinearLookback window (S)=96, Prediction length (P)={96, 192, 336, 720}2026.01 | 0.212 | 0.288 |