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ResearchFormerly WizWand

Multivariate long-term forecasting on ETTh1 T=336 (test)

0.436MSEGridTST
0.411920.574460.7370.89954May 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=3362024.050.4360.44
DLinearLookback length=336, Prediction length=3362024.050.4390.443
PatchTSTLookback length=336, Prediction length=3362024.050.440.44
FEDformerInput length (I)=96, Forecasting length (O)=3362024.050.4590.465
iTransformerLookback length=336, Prediction length=3362024.050.4630.462
CP-NetInput length (I)=96, Forecasting length (O)=3362024.050.4790.45
CrossFormerLookback length=336, Prediction length=3362024.050.4810.472
DlinearInput length (I)=96, Forecasting length (O)=3362024.050.4810.459
AutoformerLookback length=336, Prediction length=3362024.050.4860.487
TimesNetInput length (I)=96, Forecasting length (O)=3362024.050.4910.469
PatchTSTInput length (I)=96, Forecasting length (O)=3362024.050.50.465
LightTSInput length (I)=96, Forecasting length (O)=3362024.050.5180.488
AutoformerInput length (I)=96, Forecasting length (O)=3362024.050.5210.496
PyraformerLookback length=336, Prediction length=3362024.050.8910.738
InformerLookback length=336, Prediction length=3362024.051.0380.784