Multivariate time series forecasting on PEMS07 (7:1:2)
0.075MSETQNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TQNetLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.075 | 0.171 | |
| PAModLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.08 | 0.168 | |
| TimeXerLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.085 | 0.182 | |
| TimeEmbLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.097 | 0.188 | |
| iTransformerLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.101 | 0.204 | |
| CycleNetLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.113 | 0.214 | |
| FilterTSLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.12 | 0.22 | |
| AmplifierLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.122 | 0.226 | |
| TimeMixerLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.181 | 0.271 | |
| PatchTSTLookback length=96, Prediction horizons=Averaged {12, 24, 48, 96}2026.05 | 0.211 | 0.303 |