Multivariate Time-series Forecasting on Electricity (MSE, MAE, Certification Rate)
0.147MSEGeoCert
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GeoCertLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.147 | 0.239 | 92.3 | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.148 | 0.24 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.161 | 0.252 | 82.9 | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.162 | 0.253 | — | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.168 | 0.272 | — | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.178 | 0.269 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.179 | 0.27 | 72.6 | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.181 | 0.27 | — | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.184 | 0.289 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.188 | 0.274 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.193 | 0.308 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.196 | 0.285 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.197 | 0.282 | — | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.198 | 0.3 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.201 | 0.281 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.201 | 0.283 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.201 | 0.315 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.201 | 0.317 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.204 | 0.293 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.209 | 0.301 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.211 | 0.3 | 52.4 | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.214 | 0.329 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.215 | 0.298 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.219 | 0.314 | — | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.22 | 0.32 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.222 | 0.334 | — | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.225 | 0.317 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.231 | 0.322 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.231 | 0.338 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.236 | 0.33 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=962026.04 | 0.237 | 0.329 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.245 | 0.333 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.246 | 0.324 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.246 | 0.337 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.246 | 0.355 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.249 | 0.344 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.254 | 0.361 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.257 | 0.331 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.28 | 0.363 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.284 | 0.373 | — |