Time Series Forecasting on Weather standard (test)
0.145MSECrossformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CrossformerLookback Length=336, Prediction Horizon=962024.01 | 0.145 | 0.209 | |
| LightMTSLookback Length=336, Prediction Horizon=962024.01 | 0.147 | 0.198 | |
| PatchTSTLookback Length=336, Prediction Horizon=962024.01 | 0.152 | 0.199 | |
| MTGNNLookback Length=336, Prediction Horizon=962024.01 | 0.157 | 0.216 | |
| DLinearLookback Length=336, Prediction Horizon=962024.01 | 0.176 | 0.237 | |
| LightMTSLookback Length=336, Prediction Horizon=1922024.01 | 0.19 | 0.238 | |
| PatchTSTLookback Length=336, Prediction Horizon=1922024.01 | 0.197 | 0.243 | |
| FEDformerPrediction Horizon=962024.01 | 0.238 | 0.314 | |
| LightMTSLookback Length=336, Prediction Horizon=3362024.01 | 0.24 | 0.278 | |
| AutoformerPrediction Horizon=962024.01 | 0.249 | 0.329 | |
| PatchTSTLookback Length=336, Prediction Horizon=3362024.01 | 0.249 | 0.283 | |
| S-MambaLookback length (L)=96, Forecast length (T)=Average2024.03 | 0.251 | 0.276 | |
| iTransformerLookback length (L)=96, Forecast length (T)=Average2024.03 | 0.258 | 0.278 | |
| LightMTSLookback Length=336, Prediction Horizon=7202024.01 | 0.318 | 0.332 | |
| PatchTSTLookback Length=336, Prediction Horizon=7202024.01 | 0.32 | 0.335 | |
| InformerPrediction Horizon=962024.01 | 0.354 | 0.405 |