Research Article
Short-Term Origin-Destination Based Metro Flow Prediction with Probabilistic Model Selection Approach
Table 8
The VAPE of inflow at each station on weekends.
| Station | Combined | ARMA | NN | SVR | Averaging | Adaboost | kNN |
| 1 | 1.31 | 2.02 | 1.44 | 1.62 | 1.31 | 1.35 | 1.74 | 2 | 1.28 | 2.7 | 1.89 | 1.44 | 1.29 | 1.28 | 1.16 | 3 | 0.72 | 2.29 | 0.99 | 1.1 | 0.72 | 0.74 | 0.90 | 4 | 0.84 | 3.99 | 1.19 | 1.35 | 0.84 | 0.87 | 1.17 | 5 | 0.90 | 3.07 | 1.47 | 1.62 | 0.91 | 0.89 | 0.90 | 6 | 0.75 | 2.86 | 2.69 | 1.02 | 0.76 | 0.79 | 1.17 | 7 | 0.94 | 3.57 | 1.22 | 0.93 | 0.95 | 0.93 | 1.47 | 8 | 4.51 | 6.34 | 5.64 | 7.22 | 4.50 | 4.67 | 7.78 | 9 | 1.85 | 2.03 | 2.17 | 2.87 | 1.84 | 1.81 | 3.26 | 10 | 0.83 | 2.3 | 1.13 | 0.97 | 0.83 | 0.85 | 1.7 | 11 | 0.69 | 2.67 | 3.01 | 1.03 | 0.69 | 0.71 | 1.84 | 12 | 0.76 | 2.56 | 1.03 | 0.89 | 0.76 | 0.75 | 0.91 | 13 | 0.84 | 2.84 | 1.13 | 0.99 | 0.85 | 0.86 | 1.13 | 14 | 1.41 | 4.82 | 2.63 | 1.91 | 1.42 | 1.48 | 1.78 | 15 | 0.92 | 2.09 | 1.20 | 1.04 | 0.92 | 0.94 | 1.10 | 16 | 0.91 | 2.29 | 1.52 | 1.13 | 0.92 | 0.97 | 0.94 | 17 | 1.07 | 3.53 | 1.58 | 1.47 | 1.70 | 1.08 | 1.12 | 18 | 3.58 | 8.66 | 6.89 | 7.39 | 3.60 | 3.77 | 5.01 | 19 | 1.64 | 2.08 | 4.44 | 1.77 | 1.64 | 1.60 | 1.97 |
| # of best | 12 | 0 | 0 | 1 | 1 | 4 | 1 | Average | 1.35 | 3.30 | 2.28 | 1.99 | 1.39 | 1.39 | 1.95 |
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