A Bayesian Non-parametric Approach for Causal Mediation with a Post-treatment Confounder

Woojung Bae, Michael J. Daniels, Michael G. Perri

We propose a new Bayesian non-parametric (BNP) method for estimating the causal effects of mediation in the presence of a post-treatment confounder. We specify an enriched Dirichle…