Long-term forecasting on Traffic
0.366MSEPatchTST
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PatchTSTHorizon=962023.07 | 0.366 | 0 | — | |
| PatchTSTHorizon=962025.01 | 0.366 | — | — | |
| SWIFT / MLPHorizon=962025.01 | 0.368 | — | — | |
| CycleNetHorizon=962025.01 | 0.374 | — | — | |
| SWIFT / MLPHorizon=1922025.01 | 0.382 | — | — | |
| FITSHorizon=962023.07 | 0.385 | 0 | — | |
| FITSHorizon=962025.01 | 0.385 | — | — | |
| SWIFT / LinearHorizon=962025.01 | 0.385 | — | — | |
| PatchTSTHorizon=1922023.07 | 0.388 | 0.001 | — | |
| PatchTSTHorizon=1922025.01 | 0.388 | — | — | |
| CycleNetHorizon=1922025.01 | 0.39 | — | — | |
| SWIFT / MLPHorizon=Avg2025.01 | 0.394 | — | — | |
| iTransformerHorizon=962025.01 | 0.395 | — | — | |
| SWIFT / LinearHorizon=1922025.01 | 0.396 | — | — | |
| SWIFT / MLPHorizon=3362025.01 | 0.396 | — | — | |
| FITSHorizon=1922023.07 | 0.397 | 0.001 | — | |
| FITSHorizon=1922025.01 | 0.397 | — | — | |
| PatchTSTHorizon=3362023.07 | 0.398 | 0.001 | — | |
| PatchTSTHorizon=3362025.01 | 0.398 | — | — | |
| PatchTSTHorizon=Avg2025.01 | 0.402 | — | — | |
| CycleNetHorizon=Avg2025.01 | 0.403 | — | — | |
| CycleNetHorizon=3362025.01 | 0.405 | — | — | |
| FITSHorizon=3362023.07 | 0.41 | 0.001 | — | |
| FITSHorizon=3362025.01 | 0.41 | — | — | |
| FITSHorizon=Avg2025.01 | 0.41 | — | — | |
| SWIFT / LinearHorizon=3362025.01 | 0.41 | — | — | |
| SWIFT / LinearHorizon=Avg2025.01 | 0.41 | — | — | |
| DlinearHorizon=962023.07 | 0.413 | 0 | — | |
| DlinearHorizon=962025.01 | 0.413 | — | — | |
| iTransformerHorizon=1922025.01 | 0.417 | — | — | |
| DlinearHorizon=1922023.07 | 0.423 | 0.001 | — | |
| DlinearHorizon=1922025.01 | 0.423 | — | — | |
| iTransformerHorizon=Avg2025.01 | 0.428 | — | — | |
| SWIFT / MLPHorizon=7202025.01 | 0.43 | — | — | |
| iTransformerHorizon=3362025.01 | 0.433 | — | — | |
| DlinearHorizon=Avg2025.01 | 0.435 | — | — | |
| DlinearHorizon=3362023.07 | 0.437 | 0.001 | — | |
| DlinearHorizon=3362025.01 | 0.437 | — | — | |
| CycleNetHorizon=7202025.01 | 0.441 | — | — | |
| FITSHorizon=7202023.07 | 0.448 | 0 | — | |
| FITSHorizon=7202025.01 | 0.448 | — | — | |
| SWIFT / LinearHorizon=7202025.01 | 0.448 | — | — | |
| PatchTSTHorizon=7202023.07 | 0.457 | 0 | — | |
| PatchTSTHorizon=7202025.01 | 0.457 | — | — | |
| DlinearHorizon=7202023.07 | 0.466 | 0 | — | |
| DlinearHorizon=7202025.01 | 0.466 | — | — | |
| iTransformerHorizon=7202025.01 | 0.467 | — | — | |
| FedformerHorizon=962023.07 | 0.573 | 0 | — | |
| FEDformerHorizon=962025.01 | 0.573 | — | — | |
| TimesNetHorizon=962023.07 | 0.593 | 0 | — | |
| TimesNetHorizon=962025.01 | 0.593 | — | — | |
| FEDformerHorizon=Avg2025.01 | 0.609 | — | — | |
| FedformerHorizon=1922023.07 | 0.611 | 0.001 | — | |
| FEDformerHorizon=1922025.01 | 0.611 | — | — | |
| TimesNetHorizon=1922023.07 | 0.617 | 0.001 | — | |
| TimesNetHorizon=1922025.01 | 0.617 | — | — | |
| TimesNetHorizon=Avg2025.01 | 0.62 | — | — | |
| FedformerHorizon=3362023.07 | 0.621 | 0.001 | — | |
| FEDformerHorizon=3362025.01 | 0.621 | — | — | |
| TimesNetHorizon=3362023.07 | 0.629 | 0.001 | — | |
| TimesNetHorizon=3362025.01 | 0.629 | — | — | |
| FedformerHorizon=7202023.07 | 0.63 | 0 | — | |
| FEDformerHorizon=7202025.01 | 0.63 | — | — | |
| TimesNetHorizon=7202023.07 | 0.64 | 0 | — | |
| TimesNetHorizon=7202025.01 | 0.64 | — | — | |
| DataOobModel=Linear2025.06 | — | — | 0.761 | |
| DataOobModel=CNN2025.06 | — | — | 0.552 | |
| DataOobModel=PatchTST2025.06 | — | — | 0.362 | |
| DataShapleyModel=Linear2025.06 | — | — | 0.956 | |
| DataShapleyModel=CNN2025.06 | — | — | 0.475 | |
| DataShapleyModel=PatchTST2025.06 | — | — | 0.361 | |
| KNNShapleyModel=Linear2025.06 | — | — | 0.696 | |
| KNNShapleyModel=CNN2025.06 | — | — | 0.553 | |
| KNNShapleyModel=PatchTST2025.06 | — | — | 0.363 | |
| RandomModel=Linear2025.06 | — | — | 0.979 | |
| RandomModel=CNN2025.06 | — | — | 0.504 | |
| RandomModel=PatchTST2025.06 | — | — | 0.361 | |
| TimeInfModel=Linear2025.06 | — | — | 0.609 | |
| TimeInfModel=CNN2025.06 | — | — | 0.505 | |
| TimeInfModel=PatchTST2025.06 | — | — | 0.351 | |
| TSRatingModel=Linear2025.06 | — | — | 0.683 | |
| TSRatingModel=CNN2025.06 | — | — | 0.428 | |
| TSRatingModel=PatchTST2025.06 | — | — | 0.351 |