Long-term Time Series Forecasting on WIND
0.757MSEPESD-TSF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PESD-TSFPrediction Length (O)=962026.05 | 0.757 | 0.598 | |
| TIMEBASEPrediction Length (O)=962026.05 | 0.785 | 0.626 | |
| FITSPrediction Length (O)=962026.05 | 0.787 | 0.581 | |
| SPARSETSFPrediction Length (O)=962026.05 | 0.796 | 0.589 | |
| PATCHTSTPrediction Length (O)=962026.05 | 0.802 | 0.591 | |
| iTRANS*Prediction Length (O)=962026.05 | 0.824 | 0.609 | |
| DLINEARPrediction Length (O)=962026.05 | 0.824 | 0.607 | |
| PESD-TSFPrediction Length (O)=1922026.05 | 0.885 | 0.672 | |
| TIMEBASEPrediction Length (O)=1922026.05 | 0.902 | 0.69 | |
| TIMEMIXERPrediction Length (O)=962026.05 | 0.908 | 0.669 | |
| FITSPrediction Length (O)=1922026.05 | 0.91 | 0.674 | |
| PESD-TSFPrediction Length (L)=AVG2026.05 | 0.921 | 0.694 | |
| PESD-TSFPrediction Length (O)=AVG2026.05 | 0.921 | 0.694 | |
| TimeBasePrediction Length (L)=AVG2026.05 | 0.94 | 0.709 | |
| TIMEBASEPrediction Length (O)=AVG2026.05 | 0.94 | 0.709 | |
| PATCHTSTPrediction Length (O)=1922026.05 | 0.944 | 0.694 | |
| SPARSETSFPrediction Length (O)=1922026.05 | 0.949 | 0.698 | |
| DLINEARPrediction Length (O)=1922026.05 | 0.961 | 0.707 | |
| PatchTSTPrediction Length (L)=AVG2026.05 | 0.968 | 0.703 | |
| PATCHTSTPrediction Length (O)=AVG2026.05 | 0.968 | 0.703 | |
| PESD-TSFPrediction Length (O)=3362026.05 | 0.977 | 0.728 | |
| TIMEBASEPrediction Length (O)=3362026.05 | 0.997 | 0.737 | |
| SparseTSFPrediction Length (L)=AVG2026.05 | 1.014 | 0.737 | |
| SPARSETSFPrediction Length (O)=AVG2026.05 | 1.014 | 0.737 | |
| DLinearPrediction Length (L)=AVG2026.05 | 1.018 | 0.739 | |
| DLINEARPrediction Length (O)=AVG2026.05 | 1.018 | 0.739 | |
| DLINEARPrediction Length (O)=3362026.05 | 1.022 | 0.734 | |
| FITSPrediction Length (L)=AVG2026.05 | 1.023 | 0.746 | |
| FITSPrediction Length (O)=AVG2026.05 | 1.023 | 0.746 | |
| iTrans*Prediction Length (L)=AVG2026.05 | 1.025 | 0.748 | |
| iTRANS*Prediction Length (O)=3362026.05 | 1.025 | 0.742 | |
| iTRANS*Prediction Length (O)=AVG2026.05 | 1.025 | 0.748 | |
| TIMEMIXERPrediction Length (O)=3362026.05 | 1.039 | 0.747 | |
| TIMEMIXERPrediction Length (O)=1922026.05 | 1.04 | 0.764 | |
| PATCHTSTPrediction Length (O)=3362026.05 | 1.043 | 0.75 | |
| TimeMixerPrediction Length (L)=AVG2026.05 | 1.044 | 0.758 | |
| TIMEMIXERPrediction Length (O)=AVG2026.05 | 1.044 | 0.758 | |
| iTRANS*Prediction Length (O)=1922026.05 | 1.054 | 0.779 | |
| PESD-TSFPrediction Length (O)=7202026.05 | 1.068 | 0.78 | |
| TIMEBASEPrediction Length (O)=7202026.05 | 1.075 | 0.782 | |
| PATCHTSTPrediction Length (O)=7202026.05 | 1.084 | 0.776 | |
| FITSPrediction Length (O)=3362026.05 | 1.1 | 0.795 | |
| SPARSETSFPrediction Length (O)=7202026.05 | 1.127 | 0.808 | |
| SPARSETSFPrediction Length (O)=3362026.05 | 1.182 | 0.851 | |
| TIMEMIXERPrediction Length (O)=7202026.05 | 1.189 | 0.851 | |
| iTRANS*Prediction Length (O)=7202026.05 | 1.196 | 0.863 | |
| DLINEARPrediction Length (O)=7202026.05 | 1.266 | 0.907 | |
| FITSPrediction Length (O)=7202026.05 | 1.295 | 0.932 |