Regression-Based Estimation of Causal Effects in the Presence of Selection Bias and Confounding

Marlies Hafer, Alexander Marx

We consider the problem of estimating the expected causal effect $E[Y|do(X)]$ for a target variable $Y$ when treatment $X$ is set by intervention, focusing on continuous random var…