Table 4. The average error of all Out -passenger-flow of all stations.
RMSE | ||||||||
Ordinary | Anomalous | |||||||
nstep | SVR | MLP | GBRT | HA | SVR | MLP | GBRT | HA |
1 | 40.76 | 44.95 | 42.15 | 78.53 | 91.41 | 76.78 | 122.53 | 195.62 |
2 | 42.09 | 47.47 | 44.09 | 78.53 | 98.56 | 80.46 | 122.72 | 195.62 |
3 | 49.14 | 58.06 | 50.20 | 78.53 | 116.20 | 96.77 | 131.51 | 195.62 |
4 | 54.38 | 68.22 | 54.99 | 78.53 | 133.71 | 111.96 | 139.23 | 195.62 |
5 | 60.54 | 80.00 | 58.68 | 78.53 | 150.79 | 132.11 | 149.09 | 195.62 |
6 | 64.63 | 91.99 | 62.68 | 78.53 | 161.55 | 147.50 | 159.90 | 195.62 |
7 | 68.90 | 107.22 | 69.25 | 78.53 | 170.30 | 167.59 | 164.74 | 195.62 |
8 | 68.33 | 117.66 | 66.26 | 78.53 | 171.93 | 180.23 | 169.14 | 195.62 |
MAPE(%) | ||||||||
Ordinary | Anomalous | |||||||
nstep | SVR | MLP | GBRT | HA | SVR | MLP | GBRT | HA |
1 | 17.12 | 20.29 | 17.35 | 23.65 | 21.60 | 18.86 | 22.40 | 35.19 |
2 | 16.92 | 20.20 | 17.28 | 23.65 | 20.87 | 17.99 | 22.03 | 35.19 |
3 | 17.59 | 22.07 | 18.02 | 23.65 | 23.10 | 20.16 | 23.36 | 35.19 |
4 | 17.70 | 22.81 | 18.17 | 23.65 | 23.97 | 21.20 | 23.91 | 35.19 |
5 | 18.19 | 24.56 | 18.79 | 23.65 | 25.37 | 23.14 | 24.87 | 35.19 |
6 | 18.30 | 25.37 | 18.90 | 23.65 | 26.04 | 24.29 | 25.47 | 35.19 |
7 | 18.59 | 26.77 | 19.15 | 23.65 | 27.22 | 26.20 | 26.03 | 35.19 |
8 | 18.61 | 27.56 | 19.15 | 23.65 | 27.60 | 27.89 | 26.40 | 35.19 |
VAPE(%) | ||||||||
Ordinary | Anomalous | |||||||
nstep | SVR | MLP | GBRT | HA | SVR | MLP | GBRT | HA |
1 | 7.21 | 7.01 | 9.78 | 19.13 | 2.21 | 2.27 | 2.60 | 2.93 |
2 | 6.84 | 6.63 | 8.98 | 19.13 | 2.12 | 2.10 | 2.62 | 2.93 |
3 | 7.19 | 7.40 | 9.38 | 19.13 | 2.37 | 2.55 | 2.73 | 2.93 |
4 | 7.46 | 7.60 | 9.07 | 19.13 | 2.66 | 2.89 | 2.86 | 2.93 |
5 | 7.52 | 8.00 | 10.05 | 19.13 | 2.73 | 3.37 | 2.95 | 2.93 |
6 | 7.83 | 8.35 | 9.61 | 19.13 | 2.92 | 3.69 | 3.04 | 2.93 |
7 | 7.89 | 8.92 | 9.51 | 19.13 | 3.01 | 4.15 | 3.08 | 2.93 |
8 | 7.96 | 9.10 | 9.55 | 19.13 | 3.14 | 4.60 | 3.17 | 2.93 |