Multivariate Time Series Forecasting on Traffic (Comprehensive Metrics)
0.376MSESOFTS
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| SOFTSLookback window length=96, Prediction length=962024.04 | 0.376 | 0.251 | — | — | — | — | — | — | |
| Minusformer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.406 | 0.27 | 0.211 | 0.0272 | 0.489 | 0.266 | 0.267 | 0.281 | |
| SOFTSLookback window length=96, Prediction length=Average2024.04 | 0.409 | 0.267 | — | — | — | — | — | — | |
| iTransformer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.428 | 0.282 | 0.226 | 0.0296 | 0.502 | 0.269 | 0.28 | 0.285 | |
| CycleNet/MLPPrediction Length=96, Look-back length (L)=962024.09 | 0.458 | 0.296 | — | — | — | — | — | — | |
| CycleNet/MLPPrediction Length=Avg, Look-back length (L)=962024.09 | 0.472 | 0.301 | — | — | — | — | — | — | |
| DLinear-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.625 | 0.383 | 0.336 | 0.045 | 0.645 | 0.38 | 0.367 | 0.401 | |
| Autoformer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.628 | 0.379 | 0.416 | 0.0428 | 0.696 | 0.39 | 0.417 | 0.392 | |
| Informer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.764 | 0.416 | 0.519 | 0.0564 | 0.805 | 0.471 | 0.461 | 0.52 |