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. 2018 Aug 27;13(8):e0202707. doi: 10.1371/journal.pone.0202707

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