Estimating treatment effects with observed confounders and mediators

Shantanu Gupta, Zachary C. Lipton, David Childers

Abstract: Given a causal graph, the do-calculus can express treatment effects as functionals of the observational joint distribution that can be estimated empirically. Sometimes the do-calculus identifies mu...