Long-term Time-series Forecasting on PEMS03 (test)
0.089MSEQDF
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| QDFInput length=96, Forecast horizons=T=96, 192, 336, 720, Underlying forecast model=TQNet2025.10 | 0.089 | 0.197 | |
| DistDFInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.104 | 0.215 | |
| MICNInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.106 | 0.223 | |
| MICNInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.106 | 0.223 | |
| TimeBridgeInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.112 | 0.223 | |
| TQNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.119 | 0.217 | |
| iTransformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.122 | 0.233 | |
| iTransformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.122 | 0.233 | |
| TimesNetInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.126 | 0.23 | |
| TimesNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.126 | 0.23 | |
| FredformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.146 | 0.26 | |
| FredformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.146 | 0.26 | |
| FreTSInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.149 | 0.261 | |
| FreTSInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.149 | 0.261 | |
| PatchTSTInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.17 | 0.282 | |
| PatchTSTInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.17 | 0.282 | |
| PDFInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.181 | 0.286 | |
| DLinearInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.216 | 0.322 | |
| DLinearInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.216 | 0.322 | |
| TiDEInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.316 | 0.37 | |
| TiDEInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.316 | 0.37 |