Limits of Estimating Heterogeneous Treatment Effects: Guidelines for Practical Algorithm Design

Ahmed M. Alaa, Mihaela van der Schaar

Abstract: Estimating heterogeneous treatment effects from observational data is a central problem in many domains. Because counterfactual data is inaccessible, the problem differs fundamentally from supervis...