Multivariate Time Series Prediction on PEMS04
0.068MSEAda-MSHyper
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Ada-MSHyperPrediction Length (H)=122024.10 | 0.068 | 0.173 | |
| SCINetPrediction Length (H)=122024.10 | 0.073 | 0.177 | |
| iTransformerPrediction Length (H)=122024.10 | 0.078 | 0.183 | |
| Ada-MSHyperPrediction Length (H)=242024.10 | 0.08 | 0.189 | |
| SCINetPrediction Length (H)=242024.10 | 0.084 | 0.193 | |
| TimesNetPrediction Length (H)=122024.10 | 0.087 | 0.195 | |
| SCINetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.092 | 0.202 | |
| ForecastGrapherInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.093 | 0.204 | |
| Ada-MSHyperPrediction Length (H)=482024.10 | 0.093 | 0.204 | |
| iTransformerPrediction Length (H)=242024.10 | 0.095 | 0.205 | |
| CrossformerPrediction Length (H)=122024.10 | 0.098 | 0.218 | |
| SCINetPrediction Length (H)=482024.10 | 0.099 | 0.211 | |
| MSHyperPrediction Length (H)=122024.10 | 0.103 | 0.197 | |
| TimesNetPrediction Length (H)=242024.10 | 0.103 | 0.215 | |
| PatchTSTPrediction Length (H)=122024.10 | 0.105 | 0.224 | |
| iTransformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.111 | 0.221 | |
| iTransformerPrediction Length (H)=482024.10 | 0.12 | 0.233 | |
| TimesNetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.129 | 0.241 | |
| CrossformerPrediction Length (H)=242024.10 | 0.131 | 0.256 | |
| TimesNetPrediction Length (H)=482024.10 | 0.136 | 0.25 | |
| FEDformerPrediction Length (H)=122024.10 | 0.138 | 0.262 | |
| MSHyperPrediction Length (H)=242024.10 | 0.148 | 0.245 | |
| DLinearPrediction Length (H)=122024.10 | 0.148 | 0.272 | |
| PatchTSTPrediction Length (H)=242024.10 | 0.153 | 0.275 | |
| TimeMixerPrediction Length (H)=122024.10 | 0.168 | 0.344 | |
| FEDformerPrediction Length (H)=242024.10 | 0.177 | 0.293 | |
| TimeMixerPrediction Length (H)=242024.10 | 0.183 | 0.362 | |
| MSHyperPrediction Length (H)=482024.10 | 0.191 | 0.308 | |
| PatchTSTInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.195 | 0.307 | |
| TimeMixerPrediction Length (H)=482024.10 | 0.199 | 0.383 | |
| CrossformerPrediction Length (H)=482024.10 | 0.205 | 0.326 | |
| CrossformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.209 | 0.314 | |
| DLinearPrediction Length (H)=242024.10 | 0.224 | 0.34 | |
| PatchTSTPrediction Length (H)=482024.10 | 0.229 | 0.339 | |
| FEDformerPrediction Length (H)=482024.10 | 0.27 | 0.368 | |
| DLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.295 | 0.388 | |
| DLinearPrediction Length (H)=482024.10 | 0.355 | 0.437 | |
| AutoformerPrediction Length (H)=122024.10 | 0.424 | 0.491 | |
| AutoformerPrediction Length (H)=242024.10 | 0.459 | 0.509 | |
| RLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.05 | 0.526 | 0.491 | |
| AutoformerPrediction Length (H)=482024.10 | 0.646 | 0.61 |