Multivariate Time Series Forecasting on ETTh1 v1 (test)
0.426MAEDLinear + FAN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DLinear + FANBackbone=DLinear, Normalization=FAN, Horizon=962024.09 | 0.426 | 0.362 | |
| SCINet + FANBackbone=SCINet, Normalization=FAN, Horizon=962024.09 | 0.427 | 0.362 | |
| DLinear + RevINBackbone=DLinear, Normalization=RevIN, Horizon=962024.09 | 0.428 | 0.375 | |
| FITSPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.429 | 0.439 | |
| Dynamic TMoEPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.43 | 0.429 | |
| SCINet + SANBackbone=SCINet, Normalization=SAN, Horizon=962024.09 | 0.431 | 0.37 | |
| DLinear + SANBackbone=DLinear, Normalization=SAN, Horizon=962024.09 | 0.432 | 0.37 | |
| DLinear + Dish-TSBackbone=DLinear, Normalization=Dish-TS, Horizon=962024.09 | 0.433 | 0.375 | |
| ST-MTMPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.433 | 0.432 | |
| Informer + FANBackbone=Informer, Normalization=FAN, Horizon=962024.09 | 0.434 | 0.367 | |
| SCINet + Dish-TSBackbone=SCINet, Normalization=Dish-TS, Horizon=962024.09 | 0.438 | 0.382 | |
| SCINet + RevINBackbone=SCINet, Normalization=RevIN, Horizon=962024.09 | 0.438 | 0.38 | |
| RAFTPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.438 | 0.432 | |
| TimeMixerPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.44 | 0.447 | |
| PatchTSTPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.441 | 0.451 | |
| TFPSPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.443 | 0.448 | |
| FEDFormer + FANBackbone=FEDFormer, Normalization=FAN, Horizon=962024.09 | 0.444 | 0.378 | |
| TimesNetPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.45 | 0.458 | |
| DLinearPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.452 | 0.459 | |
| FEDformerPrediction Horizon={96, 192, 336, 720}, Look-back window=962026.05 | 0.46 | 0.44 | |
| FEDFormer + SANBackbone=FEDFormer, Normalization=SAN, Horizon=962024.09 | 0.491 | 0.453 | |
| Informer + SANBackbone=Informer, Normalization=SAN, Horizon=962024.09 | 0.498 | 0.466 | |
| FEDFormer + Dish-TSBackbone=FEDFormer, Normalization=Dish-TS, Horizon=962024.09 | 0.509 | 0.517 | |
| Informer + RevINBackbone=Informer, Normalization=RevIN, Horizon=962024.09 | 0.521 | 0.511 | |
| FEDFormer + RevINBackbone=FEDFormer, Normalization=RevIN, Horizon=962024.09 | 0.523 | 0.539 | |
| Informer + Dish-TSBackbone=Informer, Normalization=Dish-TS, Horizon=962024.09 | 0.556 | 0.549 |