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ResearchFormerly WizWand

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

0.191MSEGridTST
0.173760.290130.40650.52287May 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=1922024.050.1910.241
PatchTSTLookback length=336, Prediction length=1922024.050.1950.241
iTransformerLookback length=336, Prediction length=1922024.050.2030.249
CrossFormerLookback length=336, Prediction length=1922024.050.2150.289
TimesNetInput length (I)=96, Forecasting length (O)=1922024.050.2190.261
DLinearLookback length=336, Prediction length=1922024.050.220.282
CP-NetInput length (I)=96, Forecasting length (O)=1922024.050.2260.259
PatchTSTInput length (I)=96, Forecasting length (O)=1922024.050.2260.259
LightTSInput length (I)=96, Forecasting length (O)=1922024.050.2270.287
DlinearInput length (I)=96, Forecasting length (O)=1922024.050.2370.296
FEDformerInput length (I)=96, Forecasting length (O)=1922024.050.2760.336
AutoformerInput length (I)=96, Forecasting length (O)=1922024.050.3070.367
AutoformerLookback length=336, Prediction length=1922024.050.3250.37
InformerLookback length=336, Prediction length=1922024.050.4190.454
PyraformerLookback length=336, Prediction length=1922024.050.6220.624