Multivariate long-term time series forecasting on Electricity (MSE)
0.129MSEPatchTST
Evaluation Results
| Method | Links | |
|---|---|---|
| PatchTSTHorizon=96, Parameter(720)=6.31M2024.10 | 0.129 | |
| MixLinearHorizon=96, Parameter(720)=0.176K2024.10 | 0.138 | |
| SparseTSFHorizon=96, Parameter(720)=0.925K2024.10 | 0.138 | |
| DLinearHorizon=96, Parameter(720)=485.3K2024.10 | 0.14 | |
| FITSHorizon=96, Parameter(720)=41.76K2024.10 | 0.145 | |
| iTransformerHorizon=96, Parameter(720)=7.04M2024.10 | 0.148 | |
| PatchTSTHorizon=192, Parameter(720)=6.31M2024.10 | 0.149 | |
| SparseTSFHorizon=192, Parameter(720)=0.925K2024.10 | 0.151 | |
| DLinearHorizon=192, Parameter(720)=485.3K2024.10 | 0.153 | |
| MixLinearHorizon=192, Parameter(720)=0.176K2024.10 | 0.154 | |
| FITSHorizon=192, Parameter(720)=41.76K2024.10 | 0.159 | |
| iTransformerHorizon=192, Parameter(720)=7.04M2024.10 | 0.162 | |
| SparseTSFHorizon=336, Parameter(720)=0.925K2024.10 | 0.166 | |
| PatchTSTHorizon=336, Parameter(720)=6.31M2024.10 | 0.166 | |
| SCINetHorizon=96, Parameter(720)=23.62M2024.10 | 0.168 | |
| TimesNetHorizon=96, Parameter(720)=301.7M2024.10 | 0.168 | |
| DLinearHorizon=336, Parameter(720)=485.3K2024.10 | 0.169 | |
| MixLinearHorizon=336, Parameter(720)=0.176K2024.10 | 0.17 | |
| SCINetHorizon=192, Parameter(720)=23.62M2024.10 | 0.175 | |
| FITSHorizon=336, Parameter(720)=41.76K2024.10 | 0.175 | |
| iTransformerHorizon=336, Parameter(720)=7.04M2024.10 | 0.178 | |
| TimesNetHorizon=192, Parameter(720)=301.7M2024.10 | 0.184 | |
| FEDformerHorizon=96, Parameter(720)=17.98M2024.10 | 0.188 | |
| SCINetHorizon=336, Parameter(720)=23.62M2024.10 | 0.189 | |
| FEDformerHorizon=192, Parameter(720)=17.98M2024.10 | 0.197 | |
| TimesNetHorizon=336, Parameter(720)=301.7M2024.10 | 0.198 | |
| DLinearHorizon=720, Parameter(720)=485.3K2024.10 | 0.204 | |
| SparseTSFHorizon=720, Parameter(720)=0.925K2024.10 | 0.205 | |
| MixLinearHorizon=720, Parameter(720)=0.176K2024.10 | 0.209 | |
| PatchTSTHorizon=720, Parameter(720)=6.31M2024.10 | 0.21 | |
| FEDformerHorizon=336, Parameter(720)=17.98M2024.10 | 0.212 | |
| FITSHorizon=720, Parameter(720)=41.76K2024.10 | 0.212 | |
| TimesNetHorizon=720, Parameter(720)=301.7M2024.10 | 0.22 | |
| iTransformerHorizon=720, Parameter(720)=7.04M2024.10 | 0.225 | |
| SCINetHorizon=720, Parameter(720)=23.62M2024.10 | 0.231 | |
| FEDformerHorizon=720, Parameter(720)=17.98M2024.10 | 0.244 |