Multivariate Time-series Forecasting on PEMS08 (Including Certification Rate)
0.079MSEGeoCert
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GeoCertLookback Length (L)=96, Forecast Length (T)=122026.04 | 0.079 | 0.18 | 100 | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=122026.04 | 0.079 | 0.182 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=242026.04 | 0.112 | 0.212 | 100 | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=122026.04 | 0.112 | 0.212 | — | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=242026.04 | 0.115 | 0.219 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=122026.04 | 0.133 | 0.247 | — | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=242026.04 | 0.141 | 0.238 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=122026.04 | 0.154 | 0.276 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=122026.04 | 0.165 | 0.214 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=122026.04 | 0.168 | 0.232 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=122026.04 | 0.173 | 0.273 | — | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=482026.04 | 0.19 | 0.279 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=482026.04 | 0.192 | 0.281 | 97.9 | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=482026.04 | 0.198 | 0.283 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=242026.04 | 0.21 | 0.301 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=242026.04 | 0.215 | 0.26 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=242026.04 | 0.224 | 0.281 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=122026.04 | 0.227 | 0.343 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=242026.04 | 0.248 | 0.353 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=242026.04 | 0.249 | 0.343 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=482026.04 | 0.315 | 0.355 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=242026.04 | 0.318 | 0.409 | — | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.32 | 0.351 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=482026.04 | 0.32 | 0.394 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=482026.04 | 0.321 | 0.354 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.329 | 0.367 | 86.1 | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.349 | 0.379 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.377 | 0.397 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.408 | 0.417 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=122026.04 | 0.436 | 0.485 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=482026.04 | 0.44 | 0.47 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.442 | 0.465 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=242026.04 | 0.467 | 0.502 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=482026.04 | 0.497 | 0.51 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=482026.04 | 0.569 | 0.544 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.674 | 0.565 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=962026.04 | 0.721 | 0.592 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=482026.04 | 0.966 | 0.733 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=962026.04 | 1.166 | 0.814 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 1.385 | 0.915 | — |