Short-term Forecasting on Power
1.231MSEvLinear
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| vLinearInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.231 | 0.835 | |
| TimeMixerInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.234 | 0.84 | |
| TimeMix.++Input Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.234 | 0.841 | |
| OLinearInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.248 | 0.835 | |
| ReNFLook-back Window Length=36, Prediction Length=242025.09 | 1.268 | 0.855 | |
| DLinearInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.278 | 0.87 | |
| CARDInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.288 | 0.847 | |
| LeddamInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.295 | 0.868 | |
| FredformerInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.302 | 0.87 | |
| FilterNetInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.309 | 0.87 | |
| PatchTSTInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.311 | 0.873 | |
| TimesNetInput Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.317 | 0.871 | |
| iTrans.Input Length=12 and 36, Prediction Horizon={3,6,9,12} and {24,36,48,60}, Averaging Protocol=Averaged across 8 horizons2026.01 | 1.324 | 0.874 | |
| ReNFLook-back Window Length=36, Prediction Length=362025.09 | 1.336 | 0.88 | |
| TimeMix.++Look-back Window Length=36, Prediction Length=242025.09 | 1.34 | 0.877 | |
| TimeMix.Look-back Window Length=36, Prediction Length=242025.09 | 1.341 | 0.881 | |
| OLinearLook-back Window Length=36, Prediction Length=242025.09 | 1.343 | 0.87 | |
| ReNFLook-back Window Length=36, Prediction Length=482025.09 | 1.354 | 0.893 | |
| ReNFLook-back Window Length=36, Prediction Length=602025.09 | 1.383 | 0.913 | |
| DLinearLook-back Window Length=36, Prediction Length=242025.09 | 1.39 | 0.916 | |
| LeddamLook-back Window Length=36, Prediction Length=242025.09 | 1.397 | 0.909 | |
| CARDLook-back Window Length=36, Prediction Length=242025.09 | 1.406 | 0.886 | |
| FilterNetLook-back Window Length=36, Prediction Length=242025.09 | 1.41 | 0.916 | |
| FredformerLook-back Window Length=36, Prediction Length=242025.09 | 1.41 | 0.913 | |
| TimeMix.Look-back Window Length=36, Prediction Length=362025.09 | 1.42 | 0.914 | |
| OLinearLook-back Window Length=36, Prediction Length=362025.09 | 1.445 | 0.903 | |
| TimeMix.++Look-back Window Length=36, Prediction Length=362025.09 | 1.446 | 0.92 | |
| iTrans.Look-back Window Length=36, Prediction Length=242025.09 | 1.462 | 0.924 | |
| TimeMix.++Look-back Window Length=36, Prediction Length=482025.09 | 1.467 | 0.933 | |
| PatchTSTLook-back Window Length=36, Prediction Length=242025.09 | 1.468 | 0.935 | |
| FITSLook-back Window Length=36, Prediction Length=242025.09 | 1.491 | 0.944 | |
| CARDLook-back Window Length=36, Prediction Length=362025.09 | 1.506 | 0.921 | |
| LeddamLook-back Window Length=36, Prediction Length=362025.09 | 1.509 | 0.951 | |
| DLinearLook-back Window Length=36, Prediction Length=362025.09 | 1.518 | 0.957 | |
| FredformerLook-back Window Length=36, Prediction Length=362025.09 | 1.538 | 0.953 | |
| OLinearLook-back Window Length=36, Prediction Length=482025.09 | 1.559 | 0.946 | |
| TimeMix.Look-back Window Length=36, Prediction Length=482025.09 | 1.567 | 0.963 | |
| iTrans.Look-back Window Length=36, Prediction Length=362025.09 | 1.582 | 0.964 | |
| CARDLook-back Window Length=36, Prediction Length=482025.09 | 1.583 | 0.957 | |
| FilterNetLook-back Window Length=36, Prediction Length=362025.09 | 1.59 | 0.968 | |
| PatchTSTLook-back Window Length=36, Prediction Length=362025.09 | 1.593 | 0.972 | |
| OLinearLook-back Window Length=36, Prediction Length=602025.09 | 1.602 | 0.971 | |
| TimeMix.Look-back Window Length=36, Prediction Length=602025.09 | 1.609 | 0.988 | |
| DLinearLook-back Window Length=36, Prediction Length=482025.09 | 1.61 | 0.995 | |
| FITSLook-back Window Length=36, Prediction Length=362025.09 | 1.621 | 0.994 | |
| TimeMix.++Look-back Window Length=36, Prediction Length=602025.09 | 1.626 | 1.006 | |
| LeddamLook-back Window Length=36, Prediction Length=482025.09 | 1.646 | 0.999 | |
| FredformerLook-back Window Length=36, Prediction Length=482025.09 | 1.652 | 1.008 | |
| DLinearLook-back Window Length=36, Prediction Length=602025.09 | 1.679 | 1.02 | |
| FilterNetLook-back Window Length=36, Prediction Length=482025.09 | 1.68 | 1.009 | |
| CARDLook-back Window Length=36, Prediction Length=602025.09 | 1.693 | 1.003 | |
| iTrans.Look-back Window Length=36, Prediction Length=482025.09 | 1.696 | 1.011 | |
| PatchTSTLook-back Window Length=36, Prediction Length=482025.09 | 1.71 | 1.02 | |
| LeddamLook-back Window Length=36, Prediction Length=602025.09 | 1.727 | 1.043 | |
| FredformerLook-back Window Length=36, Prediction Length=602025.09 | 1.752 | 1.049 | |
| FITSLook-back Window Length=36, Prediction Length=482025.09 | 1.775 | 1.052 | |
| FilterNetLook-back Window Length=36, Prediction Length=602025.09 | 1.776 | 1.053 | |
| iTrans.Look-back Window Length=36, Prediction Length=602025.09 | 1.796 | 1.061 | |
| PatchTSTLook-back Window Length=36, Prediction Length=602025.09 | 1.829 | 1.064 | |
| FITSLook-back Window Length=36, Prediction Length=602025.09 | 1.958 | 1.122 |