Long-term Time-series Forecasting on Electricity (MSE)
0.138MSEms-Mamba
Evaluation Results
| Method | Links | |
|---|---|---|
| ms-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.138 | |
| S-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.139 | |
| DLinearH=962026.05 | 0.14 | |
| FreqLiteH=962026.05 | 0.14 | |
| NLinearH=962026.05 | 0.141 | |
| RLinearH=962026.05 | 0.141 | |
| iTransformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.148 | |
| DLinearH=1922026.05 | 0.154 | |
| FreqLiteH=1922026.05 | 0.154 | |
| RLinearH=1922026.05 | 0.155 | |
| NLinearH=1922026.05 | 0.156 | |
| ms-MambaForecast length (T)=192, Lookback length (L)=962025.04 | 0.157 | |
| S-MambaForecast length (T)=192, Lookback length (L)=962025.04 | 0.159 | |
| iTransformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.162 | |
| ms-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.167 | |
| TimesNetForecast length (T)=96, Lookback length (L)=962025.04 | 0.168 | |
| S-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.17 | |
| DLinearH=3362026.05 | 0.17 | |
| FreqLiteH=3362026.05 | 0.171 | |
| NLinearH=3362026.05 | 0.172 | |
| RLinearH=3362026.05 | 0.172 | |
| ms-MambaForecast length (T)=336, Lookback length (L)=962025.04 | 0.174 | |
| S-MambaForecast length (T)=336, Lookback length (L)=962025.04 | 0.176 | |
| iTransformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.178 | |
| iTransformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.178 | |
| PatchTSTForecast length (T)=96, Lookback length (L)=962025.04 | 0.181 | |
| TimesNetForecast length (T)=192, Lookback length (L)=962025.04 | 0.184 | |
| PatchTSTForecast length (T)=192, Lookback length (L)=962025.04 | 0.188 | |
| FITSH=962026.05 | 0.188 | |
| TimesNetForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.192 | |
| FEDformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.193 | |
| DLinearForecast length (T)=192, Lookback length (L)=962025.04 | 0.196 | |
| DLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.197 | |
| TimesNetForecast length (T)=336, Lookback length (L)=962025.04 | 0.198 | |
| ms-MambaForecast length (T)=720, Lookback length (L)=962025.04 | 0.199 | |
| RLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.201 | |
| AutoformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.201 | |
| RLinearForecast length (T)=192, Lookback length (L)=962025.04 | 0.201 | |
| FEDformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.201 | |
| FITSH=1922026.05 | 0.201 | |
| PatchTSTForecast length (T)=336, Lookback length (L)=962025.04 | 0.204 | |
| S-MambaForecast length (T)=720, Lookback length (L)=962025.04 | 0.204 | |
| DLinearH=7202026.05 | 0.204 | |
| PatchTSTForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.205 | |
| DLinearForecast length (T)=336, Lookback length (L)=962025.04 | 0.209 | |
| RLinearH=7202026.05 | 0.21 | |
| FreqLiteH=7202026.05 | 0.21 | |
| NLinearH=7202026.05 | 0.211 | |
| DLinearForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.212 | |
| FEDformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.214 | |
| FEDformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.214 | |
| RLinearForecast length (T)=336, Lookback length (L)=962025.04 | 0.215 | |
| FITSH=3362026.05 | 0.216 | |
| CrossformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.219 | |
| RLinearForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.219 | |
| TimesNetForecast length (T)=720, Lookback length (L)=962025.04 | 0.22 | |
| AutoformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.222 | |
| iTransformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.225 | |
| AutoformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.227 | |
| CrossformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.231 | |
| AutoformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.231 | |
| TiDEForecast length (T)=192, Lookback length (L)=962025.04 | 0.236 | |
| TiDEForecast length (T)=96, Lookback length (L)=962025.04 | 0.237 | |
| CrossformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.244 | |
| DLinearForecast length (T)=720, Lookback length (L)=962025.04 | 0.245 | |
| CrossformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.246 | |
| PatchTSTForecast length (T)=720, Lookback length (L)=962025.04 | 0.246 | |
| FEDformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.246 | |
| TiDEForecast length (T)=336, Lookback length (L)=962025.04 | 0.249 | |
| TiDEForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.251 | |
| FITSH=7202026.05 | 0.252 | |
| AutoformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.254 | |
| RLinearForecast length (T)=720, Lookback length (L)=962025.04 | 0.257 | |
| CrossformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.28 | |
| TiDEForecast length (T)=720, Lookback length (L)=962025.04 | 0.284 |