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ResearchFormerly WizWand

Long-range Multivariate Time Series Forecasting on Electricity (MSE, MAE)

0.135MSEAda-MSHyper
0.130640.160070.18950.21893Oct 31, 2024Dec 3, 2024Jan 6, 2025Feb 9, 2025Mar 14, 2025Apr 17, 2025May 21, 2025
Updated 7mo ago

Evaluation results

MethodLinks
Ada-MSHyperHorizon=962024.100.1350.238
Time TrackerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.050.1410.233
iTransformerHorizon=962024.100.1480.24
iTransformerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.050.1530.245
TimerModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.050.1580.242
Ada-MSHyperInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.1670.259
PatchTSTModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.050.1670.253
TimesNetModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.050.1680.272
iTransformerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.1780.27
TimeMixerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.1820.273
MSHyperInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.1910.283
TimesNetInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.1930.295
MSGNetInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.1940.3
DLinearModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.050.1950.278
AutoformerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.050.1960.313
CrossGNNInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.2010.3
PatchTSTInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.2050.29
DLinearInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.2120.3
FEDformerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.2140.327
MSHyper*Horizon=7202024.100.2190.315
FILMInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.2230.302
AutoformerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.2270.364
CrossformerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.100.2440.334