Long-sequence Time-series Forecasting on Electricity (MAE, RMSE)
19.7892MAEPatchTST
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchTSTHorizon=1202025.12 | 19.7892 | 115.3996 | |
| PatchTSTHorizon=3362025.12 | 19.8752 | 117.3849 | |
| PatchTSTHorizon=962025.12 | 20.0137 | 117.3976 | |
| TwinFormerHorizon=1202025.12 | 20.3264 | 118.8906 | |
| PatchTSTHorizon=7202025.12 | 20.5075 | 120.3398 | |
| TwinFormerHorizon=3362025.12 | 21.0625 | 122.6499 | |
| TwinFormerHorizon=962025.12 | 21.253 | 123.2377 | |
| TwinFormerHorizon=7202025.12 | 21.9227 | 127.108 | |
| vanilla TransformerHorizon=962025.12 | 22.3249 | 131.6917 | |
| vanilla TransformerHorizon=1202025.12 | 22.5418 | 136.1571 | |
| InformerHorizon=1202025.12 | 22.6835 | 132.0411 | |
| InformerHorizon=962025.12 | 23.1564 | 135.294 | |
| InformerHorizon=3362025.12 | 24.0349 | 140.3616 | |
| InformerHorizon=7202025.12 | 24.5551 | 142.4943 | |
| vanilla TransformerHorizon=3362025.12 | 25.658 | 149.9957 | |
| iTransformerHorizon=1202025.12 | 25.833 | 153.0442 | |
| iTransformerHorizon=962025.12 | 26.3083 | 159.4539 | |
| vanilla TransformerHorizon=7202025.12 | 28.1319 | 161.8731 | |
| iTransformerHorizon=3362025.12 | 29.3667 | 170.2018 | |
| iTransformerHorizon=7202025.12 | 29.6541 | 170.4887 | |
| FEDFormerHorizon=962025.12 | 39.3555 | 230.2751 | |
| FEDFormerHorizon=1202025.12 | 39.93 | 230.7552 | |
| FEDFormerHorizon=3362025.12 | 43.52 | 247.7342 | |
| FEDFormerHorizon=7202025.12 | 43.7687 | 250.6856 |