Necessary and Sufficient Condition for Convergence in Probability to Invariant Posterior Distributions

Abstract

For statistical problems based on groups, it is shown that there is convergence in probability to an invariant posterior distribution if and only if the posterior corresponds to right-invariant Haar prior and the group can support an asymptotically right-invariant sequence of proper prior distributions.