Table 5 Predicting the urban facility accessibility of the neighborhoods in Chicago MSA by transferring the knowledge from other MSAs.
From: Counterfactual mobility network embedding reveals prevalent accessibility gaps in U.S. cities
Category | Input | NY | LA | Dal | Hou | DC |
|---|---|---|---|---|---|---|
Art & Recreation | mobility statistics | 8.31% | 6.36% | 2.89% | 7.80% | 4.92% |
| Â | LINE embedding | 8.04% | 11.79% | 14.65% | 11.12% | 14.11% |
| Â | node2vec embedding | 18.05% | 26.98% | 26.38% | 21.50% | 21.72% |
| Â | CRANE embedding | 30.06% | 30.26% | 30.34% | 26.52% | 31.13% |
Sports | mobility statistics | 5.46% | 5.28% | 4.75% | 5.33% | 5.14% |
| Â | LINE embedding | 6.81% | 6.75% | 6.92% | 6.66% | 6.73% |
| Â | node2vec embedding | 6.93% | 6.85% | 7.17% | 7.48% | 6.86% |
| Â | CRANE embedding | 7.80% | 7.89% | 7.71% | 7.54% | 7.61% |
Education | mobility statistics | 12.98% | 13.75% | 11.97% | 12.81% | 14.16% |
| Â | LINE embedding | 29.31% | 25.51% | 31.35% | 29.31% | 33.07% |
| Â | node2vec embedding | 28.41% | 27.40% | 31.65 | 29.30% | 30.84% |
| Â | CRANE embedding | 29.59% | 30.00% | 30.81% | 29.41% | 27.12% |
Health | mobility statistics | 10.90% | 15.70% | 12.42% | 17.45% | 15.09% |
| Â | LINE embedding | 21.47% | 20.46% | 19.83% | 21.16% | 15.37% |
| Â | node2vec embedding | 21.65% | 18.62% | 18.30% | 23.49% | 13.86% |
| Â | CRANE embedding | 22.13% | 22.04% | 14.42% | 11.43% | 15.41% |
