Abstract Multivariate Bayesian linear regression (MBLR) is a popular statistical tool with many applications in variety of scientific fields. However, shortcoming potential model over-complexity, as the assumes that all responses depend on same covariates and errors are mutually pairwise correlated. The class seemingly unrelated (SUR) models generalizes MBLR by allowing for response-specific co...