Multivariate Time Series Forecasting on Traffic (test)
0.4777RSELST-Skip
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LST-SkipHorizon=32017.03 | 0.4777 | 0.8721 | — | — | — | — | |
| LST-SkipHorizon=62017.03 | 0.4893 | 0.869 | — | — | — | — | |
| LST-AttnHorizon=32017.03 | 0.4897 | 0.8704 | — | — | — | — | |
| LST-SkipHorizon=122017.03 | 0.495 | 0.8614 | — | — | — | — | |
| LST-SkipHorizon=242017.03 | 0.4973 | 0.8588 | — | — | — | — | |
| LST-AttnHorizon=62017.03 | 0.4973 | 0.8669 | — | — | — | — | |
| LST-AttnHorizon=122017.03 | 0.5173 | 0.854 | — | — | — | — | |
| LST-AttnHorizon=242017.03 | 0.53 | 0.8429 | — | — | — | — | |
| RNN-GRUHorizon=32017.03 | 0.5358 | 0.8511 | — | — | — | — | |
| RNN-GRUHorizon=62017.03 | 0.5522 | 0.8405 | — | — | — | — | |
| RNN-GRUHorizon=122017.03 | 0.5562 | 0.8345 | — | — | — | — | |
| VARMLPHorizon=32017.03 | 0.5582 | 0.8245 | — | — | — | — | |
| RNN-GRUHorizon=242017.03 | 0.5633 | 0.83 | — | — | — | — | |
| LSVRHorizon=32017.03 | 0.574 | 0.7993 | — | — | — | — | |
| LRidgeHorizon=32017.03 | 0.5833 | 0.8038 | — | — | — | — | |
| LSVRHorizon=242017.03 | 0.5909 | 0.785 | — | — | — | — | |
| LRidgeHorizon=62017.03 | 0.592 | 0.8051 | — | — | — | — | |
| TRMFHorizon=122017.03 | 0.5956 | 0.7748 | — | — | — | — | |
| ARHorizon=32017.03 | 0.5991 | 0.7752 | — | — | — | — | |
| GPHorizon=242017.03 | 0.5995 | 0.7909 | — | — | — | — | |
| VARMLPHorizon=122017.03 | 0.6023 | 0.7929 | — | — | — | — | |
| LRidgeHorizon=242017.03 | 0.6025 | 0.7862 | — | — | — | — | |
| GPHorizon=32017.03 | 0.6082 | 0.7831 | — | — | — | — | |
| VARMLPHorizon=242017.03 | 0.6146 | 0.7891 | — | — | — | — | |
| LRidgeHorizon=122017.03 | 0.6148 | 0.7879 | — | — | — | — | |
| ARHorizon=62017.03 | 0.6218 | 0.7568 | — | — | — | — | |
| ARHorizon=122017.03 | 0.6252 | 0.7544 | — | — | — | — | |
| TRMFHorizon=62017.03 | 0.6261 | 0.743 | — | — | — | — | |
| ARHorizon=242017.03 | 0.6293 | 0.7519 | — | — | — | — | |
| GPHorizon=122017.03 | 0.6406 | 0.7671 | — | — | — | — | |
| TRMFHorizon=242017.03 | 0.6442 | 0.7278 | — | — | — | — | |
| VARMLPHorizon=62017.03 | 0.6579 | 0.7695 | — | — | — | — | |
| LSVRHorizon=62017.03 | 0.658 | 0.7267 | — | — | — | — | |
| TRMFHorizon=32017.03 | 0.6708 | 0.6964 | — | — | — | — | |
| GPHorizon=62017.03 | 0.6772 | 0.7406 | — | — | — | — | |
| LSVRHorizon=122017.03 | 0.7714 | 0.6711 | — | — | — | — | |
| AutoformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.628 | 0.379 | — | — | |
| AutoformerPrediction Horizon=Avg.2025.09 | — | — | 0.628 | 0.379 | — | — | |
| CrossformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.55 | 0.304 | — | — | |
| CrossformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.55 | 0.304 | — | — | |
| DIFF TransformerPrediction Horizon=Avg.2025.09 | — | — | 0.429 | 0.281 | — | — | |
| DLinearLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.625 | 0.383 | — | — | |
| DLinearLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.625 | 0.383 | — | — | |
| FEDformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.61 | 0.376 | — | — | |
| FEDformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.61 | 0.376 | — | — | |
| FredformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.431 | 0.287 | — | — | |
| InformerInput Length=96, Prediction Length=962024.02 | — | — | 0.719 | 0.391 | — | — | |
| iTransformerInput Length=96, Prediction Length=962024.02 | — | — | 0.395 | 0.268 | — | — | |
| iTransformerLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.428 | 0.282 | — | — | |
| iTransformerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.428 | 0.282 | — | — | |
| LIFTPrediction Horizon=Avg.2025.09 | — | — | 0.513 | 0.325 | — | — | |
| MinusformerInput Length=336, Prediction Length=962024.02 | — | — | 0.35 | 0.25 | 0.0905 | — | |
| MinusformerInput Length=96, Prediction Length=962024.02 | — | — | 0.386 | 0.258 | 0.03 | — | |
| PatchTSTLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.555 | 0.362 | — | — | |
| PatchTSTLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.454 | 0.286 | — | — | |
| PathformerInput Length (H)=96, Prediction Length (T)=962024.02 | — | — | 0.479 | 0.283 | — | — | |
| Prime Attn.Prediction Horizon=Avg., Backbone=iTransformer2025.09 | — | — | 0.426 | 0.28 | — | — | |
| RLinearLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.626 | 0.378 | — | — | |
| SCINetLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.804 | 0.509 | — | — | |
| SCINetLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.804 | 0.509 | — | — | |
| SEG-MOEPrediction Horizon=Avg2026.01 | — | — | 0.397 | 0.266 | — | — | |
| SOFTSLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.409 | 0.267 | — | — | |
| StationaryLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.624 | 0.34 | — | — | |
| StationaryLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.624 | 0.34 | — | — | |
| TiDELook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.76 | 0.473 | — | — | |
| TiDELookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.76 | 0.473 | — | — | |
| TimesNetLook-back length=96, Avg prediction length=96, 192, 336, 7202024.06 | — | — | 0.62 | 0.336 | — | — | |
| TimesNetLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.62 | 0.336 | — | — | |
| TSMixerLookback window length (L)=96, Prediction horizons (H)={96, 192, 336, 720}2024.04 | — | — | 0.522 | 0.357 | — | — |