Long-term forecasting on ETTm1 T=336
0.358MSEPhaseformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PhaseformerInput sequence length=7202026.05 | 0.358 | 0.381 | |
| AMDPrediction Length (T)=3362024.06 | 0.36 | 0.38 | |
| TimeMixerPrediction Length (T)=3362024.06 | 0.36 | 0.381 | |
| LeapTSInput sequence length=7202026.05 | 0.362 | 0.381 | |
| TimeBaseInput sequence length=7202026.05 | 0.364 | 0.386 | |
| PatchTSTPrediction Length (T)=3362024.06 | 0.366 | 0.392 | |
| PatchTSTInput sequence length=7202026.05 | 0.366 | 0.389 | |
| FITSInput sequence length=7202026.05 | 0.367 | 0.385 | |
| SparseTSFInput sequence length=7202026.05 | 0.368 | 0.386 | |
| DLinearPrediction Length (T)=3362024.06 | 0.369 | 0.386 | |
| iTransformerInput sequence length=7202026.05 | 0.381 | 0.409 | |
| CrossformerInput sequence length=7202026.05 | 0.383 | 0.42 | |
| MTS-MixersPrediction Length (T)=3362024.06 | 0.384 | 0.405 | |
| TimeMixerInput sequence length=7202026.05 | 0.386 | 0.413 | |
| FEDformerPrediction Length (T)=3362024.06 | 0.391 | 0.425 | |
| MICNPrediction Length (T)=3362024.06 | 0.398 | 0.413 | |
| TimesNetPrediction Length (T)=3362024.06 | 0.41 | 0.411 | |
| iTransformerPrediction Length (T)=3362024.06 | 0.426 | 0.42 | |
| CrossformerPrediction Length (T)=3362024.06 | 0.431 | 0.442 | |
| FEDformerInput sequence length=7202026.05 | 0.436 | 0.466 |