Marginal Data Augmentation for Efficient Bayesian Modeling of Counts and Rates with a Demographic Application

Gregor Zens, Sylvia Frühwirth-Schnatter

Count data models are ubiquitous in many fields, yet Bayesian data augmentation algorithms for such models frequently encounter challenges with Markov chain Monte Carlo efficiency.…