Prior distributions for variance parameters in hierarchical models (comment on article by Browne and Draper)

Various noninformative prior distributions have been suggested for scale parameters in hierarchical models. We construct a new folded-noncentral-$t$ family of conditionally conjugate priors for hierarchical standard deviation parameters, and then consider noninformative and weakly informative prior…