Combining chains of Bayesian models with Markov melding

Andrew A. Manderson, Robert J. B. Goudie

A challenge for practitioners of Bayesian inference is specifying a model that incorporates multiple relevant, heterogeneous data sets. It may be easier to instead specify distinct…