We examine properties of the CAR1 model, which is commonly used to represent regional eeects in Bayesian analyses of mortality rates. We consider a Bayesian hierarchical linear mixed model where the xed eeects have a v ague prior such a s a constant prior and the random eeect follows a class of CAR1 models including those whose joint prior distribution of the regional eeects is improper. We giv...