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ResearchFormerly WizWand

Multivariate long-term forecasting on Weather Multivariate (test)

0.151MSEPatchMixer
0.142880.197690.25250.30731Oct 1, 2023Oct 22, 2023Nov 12, 2023Dec 3, 2023Dec 24, 2023Jan 14, 2024Feb 4, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PatchMixerPrediction length (T)=96, Look-back window (L)=3362023.100.1510.193
PatchTSTPrediction length (T)=96, Look-back window (L)=3362023.100.1520.199
PathformerInput Length (H)=96, Prediction Length (T)=962024.020.1560.192
TimesNetPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.1650.222
MICNPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.1720.24
DLinearPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.1760.237
FEDformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.2380.314
AutoformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.2490.329
InformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.100.3540.405