Multivariate Time Series Forecasting on PEMS08 (7:1:2)
0.119MSEPAMod
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PAModLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.119 | 0.19 | |
| TimeEmbLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.132 | 0.221 | |
| TQNetLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.142 | 0.229 | |
| CycleNetLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.15 | 0.246 | |
| iTransformerLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.15 | 0.226 | |
| TimeXerLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.175 | 0.25 | |
| FilterTSLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.18 | 0.266 | |
| AmplifierLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.183 | 0.271 | |
| TimeMixerLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.226 | 0.299 | |
| PatchTSTLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.28 | 0.321 |