1 citations · 1 across the 3 of their papers we have counts for
4 papers
A Joint Synthetic Housing-Household Inventory
Xiao Qian, Shangjia Dong, Rachel Davidson
Accurately understanding the interactions between humans and the built environment requires integrated representations of both the buildings and the populations that occupy them. H…
PASM: Population Adaptive Symbolic Mixture-of-Experts Model for Cross-location Hurricane Evacuation Decision Prediction
Xiao Qian, Shangjia Dong
Accurate prediction of evacuation behavior is critical for disaster preparedness, yet models trained in one region often fail elsewhere. Using a multi-state hurricane evacuation su…
Deep Contrastive Learning for Feature Alignment: Insights from Housing-Household Relationship Inference
Xiao Qian, Shangjia Dong, Rachel Davidson
Housing and household characteristics are key determinants of social and economic well-being, yet our understanding of their interrelationships remains limited. This study addresse…
A Deep Generative Framework for Joint Households and Individuals Population Synthesis
Xiao Qian, Utkarsh Gangwal, Shangjia Dong +1
Household and individual-level sociodemographic data are essential for understanding human-infrastructure interaction and policymaking. However, the Public Use Microdata Sample (PU…