Validating Causal Inference Models via Influence Functions

Ahmed M. Alaa, Mihaela van der Schaar

Abstract: The problem of estimating causal effects of treatments from observational data falls beyond the realm of supervised learning {—} because counterfactual data is inaccessible, we can never observe th...