Short-term traffic forecasting on PeMS07 (test)
0.105MSEWave-Mask/Mix
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Wave-Mask/MixBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.105 | 0.228 | |
| TPSBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.105 | 0.225 | |
| FreqPoolBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.108 | 0.232 | |
| wDBABackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.109 | 0.233 | |
| UpsampleBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.109 | 0.233 | |
| Dominant ShuffleBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.109 | 0.231 | |
| RobustTAD-m/pBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.111 | 0.235 | |
| Freq-Mask/MixBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.113 | 0.235 | |
| NoneBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.117 | 0.241 | |
| FreqAddBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.118 | 0.249 | |
| STAugBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.118 | 0.235 | |
| MBBBackbone=PatchTST, Prediction lengths={12, 24, 36, 48}, Number of runs=52026.04 | 0.125 | 0.258 |