Multivariate long-term forecasting on Weather Multivariate (test)
0.151MSEPatchMixer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PatchMixerPrediction length (T)=96, Look-back window (L)=3362023.10 | 0.151 | 0.193 | |
| PatchTSTPrediction length (T)=96, Look-back window (L)=3362023.10 | 0.152 | 0.199 | |
| PathformerInput Length (H)=96, Prediction Length (T)=962024.02 | 0.156 | 0.192 | |
| TimesNetPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.165 | 0.222 | |
| MICNPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.172 | 0.24 | |
| DLinearPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.176 | 0.237 | |
| FEDformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.238 | 0.314 | |
| AutoformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.249 | 0.329 | |
| InformerPrediction length (T)=96, Look-back window (L)=best in {24, 48, 96, 192, 336}2023.10 | 0.354 | 0.405 |