Traffic Prediction on Xiamen (test)
11.26MAE (15 min)Graph WaveNet
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Graph WaveNetsettings=default2019.11 | 11.26 | 19.57 | 14.39 | 12.06 | 21.61 | 15.39 | 13.33 | 24.77 | 16.5 | |
| GMANST-Attention blocks L=3, Attention heads K=8, Head dimensionality d=8, Channel D=642019.11 | 11.5 | 19.52 | 14.59 | 12.02 | 21.42 | 15.14 | 12.79 | 24.15 | 15.84 | |
| DCRNNsettings=default2019.11 | 11.67 | 19.4 | 14.85 | 12.76 | 22.2 | 15.99 | 14.3 | 25.86 | 17.17 | |
| STGCNsettings=default2019.11 | 11.76 | 19.94 | 14.93 | 13.19 | 23.29 | 16.36 | 15.83 | 29.4 | 18.66 | |
| FC-LSTMsettings=Li et al. 2018b2019.11 | 12.51 | 20.79 | 16.08 | 13.74 | 23.93 | 17.23 | 16.02 | 29.57 | 19.33 | |
| SVRsettings=Li et al. 2018b2019.11 | 13.05 | 21.47 | 16.46 | 15.66 | 26.34 | 19.68 | 20.69 | 35.86 | 26.24 | |
| FNNsettings=Li et al. 2018b2019.11 | 13.55 | 22.47 | 16.72 | 16.8 | 28.71 | 19.97 | 22.9 | 39.51 | 26.19 | |
| ARIMAsettings=Li et al. 2018b2019.11 | 14.81 | 25.03 | 18.05 | 18.83 | 33.09 | 22.19 | 26.58 | 46.32 | 30.76 |