Long-term forecasting on ETTm1 T=720
0.39MSETimeMixer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TimeMixerLookback window=96, Prediction length=7202026.04 | 0.39 | 0.404 | |
| PhaseformerInput sequence length=7202026.05 | 0.412 | 0.41 | |
| TimeBaseInput sequence length=7202026.05 | 0.413 | 0.414 | |
| TimeMixerPrediction Length (T)=7202024.06 | 0.415 | 0.417 | |
| DLinearLookback window=96, Prediction length=7202026.04 | 0.415 | 0.415 | |
| PatchTSTPrediction Length (T)=7202024.06 | 0.416 | 0.42 | |
| LeapTSInput sequence length=7202026.05 | 0.417 | 0.419 | |
| FITSInput sequence length=7202026.05 | 0.417 | 0.417 | |
| SparseTSFInput sequence length=7202026.05 | 0.419 | 0.413 | |
| PatchTSTInput sequence length=7202026.05 | 0.42 | 0.421 | |
| AMDPrediction Length (T)=7202024.06 | 0.421 | 0.416 | |
| DLinearPrediction Length (T)=7202024.06 | 0.425 | 0.421 | |
| MTS-MixersPrediction Length (T)=7202024.06 | 0.427 | 0.432 | |
| iTransformerInput sequence length=7202026.05 | 0.437 | 0.439 | |
| FEDformerPrediction Length (T)=7202024.06 | 0.446 | 0.458 | |
| TriTSLookback window=96, Prediction length=7202026.04 | 0.447 | 0.428 | |
| WPMixerLookback window=96, Prediction length=7202026.04 | 0.45 | 0.441 | |
| TimeMixerInput sequence length=7202026.05 | 0.452 | 0.457 | |
| MICNPrediction Length (T)=7202024.06 | 0.459 | 0.464 | |
| VisionTSLookback window=96, Prediction length=7202026.04 | 0.461 | 0.442 | |
| FEDformerInput sequence length=7202026.05 | 0.462 | 0.479 | |
| VisionTS++Lookback window=96, Prediction length=7202026.04 | 0.463 | 0.448 | |
| FDNetLookback window=96, Prediction length=7202026.04 | 0.465 | 0.44 | |
| PatchTSTLookback window=96, Prediction length=7202026.04 | 0.475 | 0.453 | |
| TimesNetPrediction Length (T)=7202024.06 | 0.478 | 0.45 | |
| iTransformerLookback window=96, Prediction length=7202026.04 | 0.486 | 0.456 | |
| iTransformerPrediction Length (T)=7202024.06 | 0.491 | 0.459 | |
| CrossformerInput sequence length=7202026.05 | 0.532 | 0.512 | |
| CrossformerPrediction Length (T)=7202024.06 | 0.6 | 0.547 |