Deep Counterfactual Networks with Propensity-Dropout

Ahmed M. Alaa, Michael Weisz, Mihaela van der Schaar

We propose a novel approach for inferring the individualized causal effects of a treatment (intervention) from observational data. Our approach conceptualizes causal inference as a…