Modules | PeMS04 | PeMS07 | PeMS08 | ||||||
MAE | RMSE | MAPE | MAE | RMSE | MAPE | MAE | RMSE | MAPE | |
HA | 38.03 | 59.24 | 33.78% | 45.12 | 65.64 | 24.51% | 34.86 | 59.24 | 27.88% |
VAR | 24.54 | 38.61 | 17.24% | 50.22 | 75.63 | 32.22% | 19.19 | 29.81 | 13.10% |
SVR | 28.70 | 44.56 | 19.20% | 32.49 | 50.22 | 14.26% | 23.25 | 36.16 | 14.64% |
LSTM | 26.77 | 40.65 | 18.23% | 29.98 | 45.94 | 13.20% | 23.09 | 35.17 | 14.99% |
STGCN | 21.16 | 34.89 | 13.83% | 25.33 | 39.34 | 11.21% | 17.50 | 27.09 | 11.29% |
DCRNN | 21.22 | 33.44 | 14.17% | 25.22 | 38.61 | 11.82% | 16.82 | 26.36 | 10.92% |
AGCRN | 19.83 | 32.26 | 12.97% | 22.37 | 36.55 | 9.12% | 15.95 | 25.22 | 10.09% |
GWN | 19.36 | 31.72 | 13.31% | 21.22 | 34.12 | 9.07% | 15.07 | 23.85 | 9.51% |
STSGCN | 21.19 | 33.65 | 13.90% | 24.26 | 39.03 | 10.21% | 17.13 | 26.80 | 10.96% |
ASTGNN | 18.60 | 30.91 | 12.36% | 20.62 | 34.00 | 8.86% | 15.00 | 24.70 | 9.50% |
SCINet | 19.21 | 31.28 | 12.05% | 21.56 | 34.37 | 9.03% | 15.76 | 24.65 | 10.01% |
Our apporaches | 18.55 | 30.58 | 12.89% | 20.14 | 33.37 | 8.67% | 13.52 | 23.16 | 9.28% |