Multivariate Time Series Forecasting on PEMS03 (7:1:2)
0.091MSEPAMod
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PAModLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.091 | 0.189 | |
| TQNetLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.097 | 0.203 | |
| TimeEmbLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.104 | 0.207 | |
| TimeXerLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.112 | 0.214 | |
| iTransformerLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.113 | 0.222 | |
| CycleNetLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.118 | 0.226 | |
| AmplifierLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.131 | 0.239 | |
| FilterTSLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.134 | 0.246 | |
| TimeMixerLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.167 | 0.267 | |
| PatchTSTLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.18 | 0.291 |