Research Article
Effects of Coverage Area Treatment, Spatial Analysis Unit, and Regression Model on the Results of Station-Level Demand Modeling of Urban Rail Transit
Table 6
Generalized additive regression model outputs.
| ā | Equal division | Naive method | Thiessen polygons | CBG | CT | CBG | CT | CBG | CT |
| New York | Adjusted | 0.683 | 0.706 | 0.539 | 0.529 | 0.689 | 0.653 | San Francisco | 0.98 | 0.984 | 0.971 | 0.974 | 0.965 | 0.967 | Chicago | 0.572 | 0.587 | 0.733 | 0.734 | 0.655 | 0.75 | Philadelphia | 0.982 | 0.987 | 0.99 | 0.989 | 0.987 | 0.987 | Boston | 0.635 | 0.66 | 0.456 | 0.427 | 0.559 | 0.647 |
| New York | MAPE | 69.19 | 64.682 | 79.478 | 84.718 | 78.939 | 85.246 | San Francisco | 12.224 | 10.923 | 13.763 | 14.431 | 15.845 | 16.421 | Chicago | 43.985 | 48.746 | 39.846 | 39.057 | 51.182 | 45.021 | Philadelphia | 113.19 | 103.895 | 79.543 | 85.854 | 92.655 | 104.403 | Boston | 150.868 | 133.957 | 201.751 | 263.342 | 169.054 | 182.116 |
| New York | AIC | 13761.000 | 13732.330 | 13919.390 | 13921.050 | 13756.010 | 13807.900 | San Francisco | 764.308 | 753.966 | 779.888 | 776.057 | 787.817 | 784.301 | Chicago | 4174.682 | 4171.752 | 4118.913 | 4118.002 | 4148.942 | 4112.932 | Philadelphia | 3813.419 | 3761.131 | 3733.719 | 3742.744 | 3769.477 | 3766.686 | Boston | 2491.280 | 2490.923 | 2546.696 | 2551.598 | 2517.802 | 2501.020 |
|
|