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stat.ME2017
Semiparametric Causal Sufficient Dimension Reduction Of Multidimensional Treatments
Razieh Nabi, Todd McNutt, Ilya Shpitser
Cause-effect relationships are typically evaluated by comparing outcome responses to binary treatment values, representing two arms of a hypothetical randomized controlled trial. H…
stat.ML2017
Fair Inference On Outcomes
Razieh Nabi, Ilya Shpitser
In this paper, we consider the problem of fair statistical inference involving outcome variables. Examples include classification and regression problems, and estimating treatment…