Long-range Multivariate Time Series Forecasting on Electricity (MSE, MAE)
0.135MSEAda-MSHyper
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ada-MSHyperHorizon=962024.10 | 0.135 | 0.238 | |
| Time TrackerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.141 | 0.233 | |
| iTransformerHorizon=962024.10 | 0.148 | 0.24 | |
| iTransformerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.153 | 0.245 | |
| TimerModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.158 | 0.242 | |
| Ada-MSHyperInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.167 | 0.259 | |
| PatchTSTModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.167 | 0.253 | |
| TimesNetModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.168 | 0.272 | |
| iTransformerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.178 | 0.27 | |
| TimeMixerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.182 | 0.273 | |
| MSHyperInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.191 | 0.283 | |
| TimesNetInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.193 | 0.295 | |
| MSGNetInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.194 | 0.3 | |
| DLinearModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.195 | 0.278 | |
| AutoformerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.05 | 0.196 | 0.313 | |
| CrossGNNInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.201 | 0.3 | |
| PatchTSTInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.205 | 0.29 | |
| DLinearInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.212 | 0.3 | |
| FEDformerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.214 | 0.327 | |
| MSHyper*Horizon=7202024.10 | 0.219 | 0.315 | |
| FILMInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.223 | 0.302 | |
| AutoformerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.227 | 0.364 | |
| CrossformerInput Length (T)=96, Output Lengths (H)=96, 192, 336, 720, Setting=Multivariate, Averaging=All prediction lengths2024.10 | 0.244 | 0.334 |