The main purpose of this paper is to develop two-stage methods for covariance and correlation structure analyses with continuous and polytomous variables. A full maximum likelihood approach and a ...

Hierarchical model specifications using latent variables are frequently used to reflect correlation structure in data. Motivated by the structure of a Bayesian multivariate probit model, we ...