Long-term Time Series Forecasting on AQSHUNYI
0.621MSEPESD-TSF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PESD-TSFPrediction Length (O)=962026.05 | 0.621 | 0.461 | |
| TIMEBASEPrediction Length (O)=962026.05 | 0.629 | 0.489 | |
| PATCHTSTPrediction Length (O)=962026.05 | 0.643 | 0.476 | |
| PESD-TSFPrediction Length (O)=1922026.05 | 0.654 | 0.481 | |
| TIMEBASEPrediction Length (O)=1922026.05 | 0.661 | 0.5 | |
| PESD-TSFPrediction Length (L)=AVG2026.05 | 0.665 | 0.488 | |
| PESD-TSFPrediction Length (O)=AVG2026.05 | 0.665 | 0.488 | |
| TimeBasePrediction Length (L)=AVG2026.05 | 0.675 | 0.506 | |
| TIMEBASEPrediction Length (O)=AVG2026.05 | 0.675 | 0.506 | |
| TIMEBASEPrediction Length (O)=3362026.05 | 0.683 | 0.51 | |
| PESD-TSFPrediction Length (O)=3362026.05 | 0.684 | 0.503 | |
| iTRANS*Prediction Length (O)=962026.05 | 0.686 | 0.508 | |
| PatchTSTPrediction Length (L)=AVG2026.05 | 0.691 | 0.503 | |
| PATCHTSTPrediction Length (O)=AVG2026.05 | 0.691 | 0.503 | |
| PATCHTSTPrediction Length (O)=1922026.05 | 0.692 | 0.501 | |
| PATCHTSTPrediction Length (O)=3362026.05 | 0.695 | 0.514 | |
| TIMEMIXERPrediction Length (O)=962026.05 | 0.703 | 0.534 | |
| PESD-TSFPrediction Length (O)=7202026.05 | 0.704 | 0.507 | |
| TIMEMIXERPrediction Length (O)=1922026.05 | 0.72 | 0.524 | |
| iTrans*Prediction Length (L)=AVG2026.05 | 0.723 | 0.52 | |
| iTRANS*Prediction Length (O)=AVG2026.05 | 0.723 | 0.52 | |
| TIMEBASEPrediction Length (O)=7202026.05 | 0.725 | 0.523 | |
| iTRANS*Prediction Length (O)=1922026.05 | 0.728 | 0.52 | |
| iTRANS*Prediction Length (O)=3362026.05 | 0.732 | 0.529 | |
| PATCHTSTPrediction Length (O)=7202026.05 | 0.732 | 0.52 | |
| TimeMixerPrediction Length (L)=AVG2026.05 | 0.736 | 0.536 | |
| TIMEMIXERPrediction Length (O)=AVG2026.05 | 0.736 | 0.536 | |
| iTRANS*Prediction Length (O)=7202026.05 | 0.744 | 0.524 | |
| TIMEMIXERPrediction Length (O)=3362026.05 | 0.747 | 0.546 | |
| DLINEARPrediction Length (O)=7202026.05 | 0.748 | 0.559 | |
| SPARSETSFPrediction Length (O)=962026.05 | 0.751 | 0.553 | |
| DLINEARPrediction Length (O)=962026.05 | 0.751 | 0.579 | |
| SPARSETSFPrediction Length (O)=3362026.05 | 0.752 | 0.544 | |
| FITSPrediction Length (O)=3362026.05 | 0.755 | 0.544 | |
| DLinearPrediction Length (L)=AVG2026.05 | 0.757 | 0.572 | |
| DLINEARPrediction Length (O)=AVG2026.05 | 0.757 | 0.572 | |
| DLINEARPrediction Length (O)=3362026.05 | 0.758 | 0.58 | |
| FITSPrediction Length (O)=962026.05 | 0.759 | 0.555 | |
| SparseTSFPrediction Length (L)=AVG2026.05 | 0.76 | 0.546 | |
| SPARSETSFPrediction Length (O)=AVG2026.05 | 0.76 | 0.546 | |
| FITSPrediction Length (L)=AVG2026.05 | 0.763 | 0.548 | |
| SPARSETSFPrediction Length (O)=7202026.05 | 0.763 | 0.537 | |
| FITSPrediction Length (O)=7202026.05 | 0.763 | 0.538 | |
| FITSPrediction Length (O)=AVG2026.05 | 0.763 | 0.548 | |
| DLINEARPrediction Length (O)=1922026.05 | 0.771 | 0.571 | |
| TIMEMIXERPrediction Length (O)=7202026.05 | 0.772 | 0.541 | |
| SPARSETSFPrediction Length (O)=1922026.05 | 0.774 | 0.551 | |
| FITSPrediction Length (O)=1922026.05 | 0.774 | 0.553 |