A semiparametric approach to mixed outcome latent variable models: Estimating the association between cognition and regional brain volumes

Jonathan Gruhl, Elena A. Erosheva, Paul K. Crane

Multivariate data that combine binary, categorical, count and continuous outcomes are common in the social and health sciences. We propose a semiparametric Bayesian latent variable…