Gibbs Sampling with Diffuse Proper Priors: A Valid Approach to Data-Driven Inference?

Abstract

This paper demonstrates by example that the use of the Gibbs sampler with diffuse proper priors can lead to inaccurate posterior estimates.Our results show that such inaccuracies are not merely limited to small sample settings.