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Jose R Zubizarreta

2 accepted papers

2023

Fair and Robust Estimation of Heterogeneous Treatment Effects for Policy Learning

ICML 2023poster

We propose a simple and general framework for nonparametric estimation of heterogeneous treatment effects under fairness constraints. Under standard regularity conditions, we show that the resulting estimators possess the double robustness property. We use this framework to characterize the trade-of…

2023

Multiply Robust Federated Estimation of Targeted Average Treatment Effects

NeurIPS 2023poster

Federated or multi-site studies have distinct advantages over single-site studies, including increased generalizability, the ability to study underrepresented populations, and the opportunity to study rare exposures and outcomes. However, these studies are complicated by the need to preserve the pri…

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