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ResearchFormerly WizWand

Multivariate Long-Term Time Series Forecasting on Electricity Multivariate (test)

0.129MSEPatchMixer
0.068280.478140.8881.29786May 26, 2022Aug 16, 2022Nov 6, 2022Jan 27, 2023Apr 19, 2023Jul 10, 2023Oct 1, 2023
Updated 8mo ago

Evaluation results

MethodLinks
PatchMixerPrediction length (T)=96, Look-back window (L)=3362023.100.1290.221
PatchTSTPrediction length (T)=96, Look-back window (L)=3362023.100.130.222
LinearHorizon (T)=962022.050.140.237
DLinearHorizon (T)=962022.050.140.237
DLinearPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.140.237
NLinearHorizon (T)=962022.050.1410.237
LinearHorizon (T)=1922022.050.1530.25
DLinearHorizon (T)=1922022.050.1530.249
MICNPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.1530.264
NLinearHorizon (T)=1922022.050.1540.248
TimesNetPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.1680.272
LinearHorizon (T)=3362022.050.1690.268
DLinearHorizon (T)=3362022.050.1690.267
NLinearHorizon (T)=3362022.050.1710.265
FEDformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.1860.302
FEDformerHorizon (T)=962022.050.1930.308
AutoformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.1960.313
AutoformerHorizon (T)=962022.050.2010.317
FEDformerHorizon (T)=1922022.050.2010.315
LinearHorizon (T)=7202022.050.2030.301
DLinearHorizon (T)=7202022.050.2030.301
NLinearHorizon (T)=7202022.050.210.297
FEDformerHorizon (T)=3362022.050.2140.329
AutoformerHorizon (T)=1922022.050.2220.334
AutoformerHorizon (T)=3362022.050.2310.338
FEDformerHorizon (T)=7202022.050.2460.355
AutoformerHorizon (T)=7202022.050.2540.361
LogTransHorizon (T)=962022.050.2580.357
LogTransHorizon (T)=1922022.050.2660.368
InformerHorizon (T)=962022.050.2740.368
LogTransHorizon (T)=3362022.050.280.38
LogTransHorizon (T)=7202022.050.2830.376
InformerHorizon (T)=1922022.050.2960.386
InformerHorizon (T)=3362022.050.30.394
InformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.3040.393
InformerHorizon (T)=7202022.050.3730.439
PyraformerHorizon (T)=7202022.050.3760.445
PyraformerHorizon (T)=3362022.050.3780.443
PyraformerHorizon (T)=962022.050.3860.449
PyraformerHorizon (T)=1922022.050.3860.443
RepeatHorizon (T)=962022.051.5880.946
RepeatHorizon (T)=1922022.051.5950.95
RepeatHorizon (T)=3362022.051.6170.961
RepeatHorizon (T)=7202022.051.6470.975