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ResearchFormerly WizWand

Multivariate long-term forecasting on Electricity T=192 (test)

0.142MSEGridTST
0.132240.198120.2640.32988May 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=1922024.050.1420.237
PatchTSTLookback length=336, Prediction length=1922024.050.1480.24
DLinearLookback length=336, Prediction length=1922024.050.1530.249
iTransformerLookback length=336, Prediction length=1922024.050.1550.249
TimesNetInput length (I)=96, Forecasting length (O)=1922024.050.1840.289
CP-NetInput length (I)=96, Forecasting length (O)=1922024.050.1860.269
CrossFormerLookback length=336, Prediction length=1922024.050.1870.302
DlinearInput length (I)=96, Forecasting length (O)=1922024.050.1960.285
PatchTSTInput length (I)=96, Forecasting length (O)=1922024.050.1980.289
FEDformerInput length (I)=96, Forecasting length (O)=1922024.050.2010.315
AutoformerLookback length=336, Prediction length=1922024.050.2110.324
LightTSInput length (I)=96, Forecasting length (O)=1922024.050.2130.316
AutoformerInput length (I)=96, Forecasting length (O)=1922024.050.2220.334
InformerLookback length=336, Prediction length=1922024.050.3270.417
PyraformerLookback length=336, Prediction length=1922024.050.3860.443