Analysis of the Pólya-Gamma block Gibbs sampler for Bayesian logistic linear mixed models

In this article, we construct a two-block Gibbs sampler using Polson et al.'s (2013) data augmentation technique for Bayesian logistic linear mixed models under proper priors. Furthermore, we prove the uniform ergodicity of this Gibbs sampler.