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Large deviation asymptotics for statistical treatment rules
Authors:Taisuke Otsu  
Institution:aCowles Foundation & Department of Economics, Yale University, USA
Abstract:This note applies large deviation-based optimality theory to evaluate treatment rules for treatment assignment problems. We find nearly optimal treatment rules whose asymptotic maximum large deviation risks can be arbitrary close to the corresponding minimax bounds.
Keywords:Treatment rule  Large deviation
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