Long-term forecasting on ETTh1 T=720
0.439MSEAMD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AMDPrediction Length (T)=7202024.06 | 0.439 | 0.454 | |
| TimeMixerPrediction Length (T)=7202024.06 | 0.445 | 0.46 | |
| PatchTSTPrediction Length (T)=7202024.06 | 0.447 | 0.466 | |
| TriTSLookback window=96, Prediction length=7202026.04 | 0.449 | 0.44 | |
| VisionTSLookback window=96, Prediction length=7202026.04 | 0.455 | 0.442 | |
| VisionTS++Lookback window=96, Prediction length=7202026.04 | 0.456 | 0.447 | |
| WPMixerLookback window=96, Prediction length=7202026.04 | 0.464 | 0.458 | |
| FEDformerPrediction Length (T)=7202024.06 | 0.469 | 0.492 | |
| FDNetLookback window=96, Prediction length=7202026.04 | 0.47 | 0.465 | |
| DLinearPrediction Length (T)=7202024.06 | 0.472 | 0.49 | |
| MICNPrediction Length (T)=7202024.06 | 0.474 | 0.508 | |
| MTS-MixersPrediction Length (T)=7202024.06 | 0.475 | 0.472 | |
| PatchTSTLookback window=96, Prediction length=7202026.04 | 0.488 | 0.477 | |
| TimeMixerLookback window=96, Prediction length=7202026.04 | 0.498 | 0.482 | |
| iTransformerPrediction Length (T)=7202024.06 | 0.503 | 0.491 | |
| iTransformerLookback window=96, Prediction length=7202026.04 | 0.509 | 0.494 | |
| DLinearLookback window=96, Prediction length=7202026.04 | 0.513 | 0.51 | |
| CrossformerPrediction Length (T)=7202024.06 | 0.519 | 0.524 | |
| TimesNetPrediction Length (T)=7202024.06 | 0.521 | 0.5 |