Long-term forecasting on ETTm1 T=192
0.322MSEAMD
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AMDPrediction Length (T)=1922024.06 | 0.322 | 0.362 | |
| LeapTSInput sequence length=7202026.05 | 0.323 | 0.36 | |
| PhaseformerInput sequence length=7202026.05 | 0.323 | 0.361 | |
| TimeMixerPrediction Length (T)=1922024.06 | 0.327 | 0.365 | |
| PatchTSTPrediction Length (T)=1922024.06 | 0.332 | 0.369 | |
| DLinearPrediction Length (T)=1922024.06 | 0.335 | 0.365 | |
| PatchTSTInput sequence length=7202026.05 | 0.335 | 0.373 | |
| TimeBaseInput sequence length=7202026.05 | 0.338 | 0.371 | |
| FITSInput sequence length=7202026.05 | 0.339 | 0.369 | |
| CrossformerInput sequence length=7202026.05 | 0.341 | 0.385 | |
| SparseTSFInput sequence length=7202026.05 | 0.348 | 0.376 | |
| iTransformerInput sequence length=7202026.05 | 0.349 | 0.388 | |
| MTS-MixersPrediction Length (T)=1922024.06 | 0.354 | 0.386 | |
| MICNPrediction Length (T)=1922024.06 | 0.359 | 0.387 | |
| TimeMixerInput sequence length=7202026.05 | 0.362 | 0.398 | |
| FEDformerPrediction Length (T)=1922024.06 | 0.365 | 0.415 | |
| TimesNetPrediction Length (T)=1922024.06 | 0.371 | 0.387 | |
| iTransformerPrediction Length (T)=1922024.06 | 0.377 | 0.391 | |
| CrossformerPrediction Length (T)=1922024.06 | 0.377 | 0.411 | |
| FEDformerInput sequence length=7202026.05 | 0.45 | 0.477 |