2 papers
stat.ME2025
Bayesian Modeling for Aggregated Relational Data: A Unified Perspective
Owen G. Ward, Anna L. Smith, Tian Zheng
Aggregated relational data is widely collected to study social networks, in fields such as sociology, public health and economics. Many of the successes of ARD inference have been…
stat.CO2024
Graph-Enabled Efficient Federated Bayesian Modeling
Chenyang Zhong, Shouxuan Ji, Tian Zheng
Federated Bayesian modeling requires combining evidence across distributed data holders while preserving posterior uncertainty and keeping local data decentralized. We propose Fede…