Bayesian inference for logistic models using Polya-Gamma latent variables

Nicholas G. Polson, James G. Scott, Jesse Windle

We propose a new data-augmentation strategy for fully Bayesian inference in models with binomial likelihoods. The approach appeals to a new class of Polya-Gamma distributions, whic…