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ResearchFormerly WizWand

Multivariate long-term forecasting on Electricity T=720 (test)

0.186MSEGridTST
0.17840.22970.2810.3323May 6, 2024May 8, 2024May 11, 2024May 14, 2024May 16, 2024May 19, 2024May 22, 2024
Updated 8mo ago

Evaluation results

MethodLinks
GridTSTLookback length=336, Prediction length=7202024.050.1860.28
DLinearLookback length=336, Prediction length=7202024.050.2030.301
iTransformerLookback length=336, Prediction length=7202024.050.2070.3
PatchTSTLookback length=336, Prediction length=7202024.050.210.298
CrossFormerLookback length=336, Prediction length=7202024.050.2110.338
TimesNetInput length (I)=96, Forecasting length (O)=7202024.050.220.32
AutoformerLookback length=336, Prediction length=7202024.050.2360.342
CP-NetInput length (I)=96, Forecasting length (O)=7202024.050.2430.319
DlinearInput length (I)=96, Forecasting length (O)=7202024.050.2450.333
FEDformerInput length (I)=96, Forecasting length (O)=7202024.050.2460.355
AutoformerInput length (I)=96, Forecasting length (O)=7202024.050.2540.361
PatchTSTInput length (I)=96, Forecasting length (O)=7202024.050.2560.336
LightTSInput length (I)=96, Forecasting length (O)=7202024.050.2650.36
InformerLookback length=336, Prediction length=7202024.050.3510.427
PyraformerLookback length=336, Prediction length=7202024.050.3760.445