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Identifiability and convergence behavior for Markov chain Monte Carlo using multivariate probit models

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Multivariate probit models have been popularly utilized to analysis multivariate ordinal data. However, the identifiable multivariate probit models entail the covariance matrix for the underlying multivariate normal variables to be a correlation matrix, which ... ...