Time Series Forecasting on Sdwpfm2
0.394MSEAmplifier
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AmplifierHorizon=242026.03 | 0.394 | 0.462 | |
| GCGNetHorizon=242026.03 | 0.41 | 0.443 | |
| TFTHorizon=242026.03 | 0.411 | 0.458 | |
| PatchTSTHorizon=242026.03 | 0.418 | 0.492 | |
| DUETHorizon=242026.03 | 0.445 | 0.452 | |
| GCGNetHorizon=Avg2026.03 | 0.458 | 0.479 | |
| TiDEHorizon=242026.03 | 0.461 | 0.492 | |
| TimeKANHorizon=242026.03 | 0.474 | 0.538 | |
| TFTHorizon=Avg2026.03 | 0.476 | 0.488 | |
| TiDEHorizon=Avg2026.03 | 0.486 | 0.516 | |
| AmplifierHorizon=Avg2026.03 | 0.491 | 0.512 | |
| TimeKANHorizon=Avg2026.03 | 0.497 | 0.564 | |
| GCGNetHorizon=3602026.03 | 0.505 | 0.514 | |
| xPatchHorizon=242026.03 | 0.508 | 0.478 | |
| PatchTSTHorizon=Avg2026.03 | 0.51 | 0.547 | |
| TiDEHorizon=3602026.03 | 0.511 | 0.54 | |
| DUETHorizon=Avg2026.03 | 0.514 | 0.49 | |
| xPatchHorizon=Avg2026.03 | 0.516 | 0.495 | |
| TimeKANHorizon=3602026.03 | 0.52 | 0.589 | |
| xPatchHorizon=3602026.03 | 0.523 | 0.513 | |
| TFTHorizon=3602026.03 | 0.541 | 0.519 | |
| CrossLinearHorizon=242026.03 | 0.57 | 0.563 | |
| DUETHorizon=3602026.03 | 0.584 | 0.528 | |
| AmplifierHorizon=3602026.03 | 0.587 | 0.563 | |
| PatchTSTHorizon=3602026.03 | 0.602 | 0.603 | |
| TimeXerHorizon=242026.03 | 0.627 | 0.57 | |
| CrossLinearHorizon=Avg2026.03 | 0.662 | 0.615 | |
| CrossLinearHorizon=3602026.03 | 0.755 | 0.666 | |
| CrossLinearFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.8 | 0.687 | |
| TimeXerFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.803 | 0.653 | |
| TimeXerHorizon=Avg2026.03 | 0.803 | 0.653 | |
| TiDEFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.816 | 0.682 | |
| DUETFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.82 | 0.641 | |
| GCGNetFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.825 | 0.633 | |
| PatchTSTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.834 | 0.714 | |
| TimeKANFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.836 | 0.701 | |
| xPatchFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.85 | 0.632 | |
| AmplifierFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 0.942 | 0.732 | |
| TimeXerHorizon=3602026.03 | 0.978 | 0.736 | |
| TFTFuture Exogenous Variables=Not Available, Inputs=X_endo and X_exo2026.03 | 1.044 | 0.767 |