Commute networks alone predict median household income at the census-tract level across 12 U.S. cities, with an end-to-end GNN+VNN pipeline outperforming a 311-feature baseline in most cities.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Commute Networks as a Signature of Urban Socioeconomic Performance: Evaluating Mobility Structures with Deep Learning Models
Commute networks alone predict median household income at the census-tract level across 12 U.S. cities, with an end-to-end GNN+VNN pipeline outperforming a 311-feature baseline in most cities.