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I study the problem of a decision maker choosing a policy which allocates treatment to a heterogeneous population on the basis of experimental data that includes only a subset of possible treatment values.
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Abraham Wald · 1949
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Leonard Savage · 1951
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Alan Hoffman · 1952
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Aad Van and Jon Wellner · 1996
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“Monotone Treatment Response”
Charles Manski · 1997
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“Statistical Treatment Rules for Heterogeneous Populations”
Charles. Manski · 2004
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Charles. Manski · 2006
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“Minimax-Regret Treatment Choice with Missing Outcome Data”
Charles. Manski · 2006
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“Chapter 70 Econometric Evaluation of Social Programs, Part I: Causal Models, Structural Models and Econometric Policy Evaluation”
James. Heckman and Edward. Vytlacil · 2007
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“Asymptotics for Statistical Treatment Rules”
Keisuke Hirano and Jack. Porter · 2009
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Charles Manski · 2009
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“Variational Analysis”
R Rockafellar and Roger-B Wets · 2009
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Debopam Bhattacharya and Pascaline Dupas · 2011
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“Choosing Treatment Policies Under Ambiguity”
Charles. Manski · 2011
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“Performance Guarantees for Individualized Treatment Rules”
Min Qian and Susan. Murphy · 2011
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“Minimax Regret Treatment Choice with Covariates or with Limited Validity of Experiments”
Jörg Stoye · 2011
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“Estimating Optimal Treatment Regimes from a Classification Perspective”
Baqun Zhang, Anastasios. Tsiatis, Marie Davidian, Min Zhang and Eric Laber · 2012
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Yingqi Zhao, Donglin Zeng, A. Rush and Michael. Kosorok · 2012
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“Model Selection for Treatment Choice: Penalized Welfare Maximization”
Eric Mbakop and Max Tabord-Meehan · 2021
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“Estimating Optimal Treatment Rules with an Instrumental Variable: A Partial Identification Learning Approach”
Hongming Pu and Bo Zhang · 2021
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Zhengyuan Zhou, Susan Athey and Stefan Wager · 2022
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Nathan Kallus and Angela Zhou · 2018
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Toru Kitagawa and Aleksey Tetenov · 2018
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Magne Mogstad, Andres Santos and Alexander Torgovitsky · 2018
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“High-Dimensional Probability: An Introduction with Applications in Data Science”
Roman Vershynin · 2018
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Keisuke Hirano and Jack. Porter · 2020
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Nathan Kallus and Angela Zhou · 2020
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