Multivariate Time-series Forecasting on Weather (MSE, MAE, Certification Rate)
0.158MSECrossformer
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CrossformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.158 | 0.23 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.168 | 0.207 | 72.4 | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.172 | 0.22 | — | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.174 | 0.214 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.177 | 0.218 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.192 | 0.232 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.196 | 0.255 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=962026.04 | 0.202 | 0.261 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.206 | 0.277 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.217 | 0.296 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.219 | 0.253 | 59.5 | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.219 | 0.261 | — | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.221 | 0.254 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.225 | 0.259 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.237 | 0.296 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.24 | 0.271 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.242 | 0.298 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=962026.04 | 0.266 | 0.336 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.272 | 0.335 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.276 | 0.336 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.278 | 0.297 | 58.7 | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.278 | 0.296 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.278 | 0.297 | — | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.28 | 0.306 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.283 | 0.335 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.287 | 0.335 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.292 | 0.307 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=1922026.04 | 0.307 | 0.367 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.339 | 0.38 | — | |
| DLinearLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.345 | 0.381 | — | |
| TiDELookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.351 | 0.386 | — | |
| PatchTSTLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.354 | 0.348 | — | |
| GeoCertLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.357 | 0.347 | 86 | |
| iTransformerLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.358 | 0.347 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=3362026.04 | 0.359 | 0.395 | — | |
| RLinearLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.364 | 0.353 | — | |
| TimesNetLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.365 | 0.359 | — | |
| CrossformerLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.398 | 0.418 | — | |
| FEDformerLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.403 | 0.428 | — | |
| AutoformerLookback Length (L)=96, Forecast Length (T)=7202026.04 | 0.419 | 0.428 | — |