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 4
Ordinary least squares regression model outputs.
| ā | Equal division | Naive method | Thiessen polygons | CBG | CT | CBG | CT | CBG | CT |
| New York | Adjusted | 0.549 | 0.517 | 0.422 | 0.432 | 0.462 | 0.542 | San Francisco | 0.617 | 0.591 | 0.733 | 0.745 | 0.719 | 0.706 | Chicago | 0.445 | 0.428 | 0.431 | 0.443 | 0.369 | 0.382 | Philadelphia | 0.891 | 0.919 | 0.887 | 0.912 | 0.886 | 0.921 | Boston | 0.634 | 0.57 | 0.424 | 0.409 | 0.543 | 0.513 |
| New York | MAPE | 72.739 | 79.516 | 89.695 | 92.069 | 98.572 | 81.518 | San Francisco | 50.642 | 44.164 | 42.775 | 42.226 | 49.094 | 47.054 | Chicago | 59.19 | 57.231 | 62.261 | 60.258 | 64.85 | 63.097 | Philadelphia | 177.094 | 155.92 | 185.698 | 164.094 | 188.526 | 161.804 | Boston | 148.806 | 157.567 | 233.008 | 265.39 | 158.748 | 159.404 |
| New York | AIC | 13896.030 | 13923.020 | 14000.460 | 13993.310 | 13972.550 | 13903.600 | San Francisco | 885.742 | 886.852 | 868.122 | 866.078 | 872.189 | 874.187 | Chicago | 4201.277 | 4204.414 | 4203.672 | 4200.771 | 4216.351 | 4212.398 | Philadelphia | 4062.948 | 4019.140 | 4068.485 | 4032.550 | 4070.100 | 4015.053 | Boston | 2491.448 | 2511.762 | 2551.117 | 2554.565 | 2521.508 | 2528.015 |
|
|