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Selected Publications

Hölder Bounds for Sensitivity Analysis in Causal Reasoning

Journal Article · July 9, 2021 We examine interval estimation of the effect of a treatment T on an outcome Y given the existence of an unobserved confounder U. Using H\"older's inequality, we derive a set of bounds on the confounding bias |E[Y|T=t]-E[Y|do(T=t)]| based on the degree of u ... Open Access Link to item Cite

Counterfactual Representation Learning with Balancing Weights

Journal Article Proceedings of Machine Learning Research · January 1, 2021 A key to causal inference with observational data is achieving balance in predictive features associated with each treatment type. Recent literature has explored representation learning to achieve this goal. In this work, we discuss the pitfalls of these s ... Cite