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Interpretable Dynamic Treatment Regimes
Yichi Zhang et al.
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Linbo Wang et al.
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Victor Chernozhukov et al.
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Baqun Zhang et al.
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Xin Zhou et al.
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Alexander R. Luedtke et al.
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Tree-based methods for individualized treatment regimes
E. B. Laber et al.
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Ying-Qi Zhao et al.
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Fan Yang et al.
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Q- and A-Learning Methods for Estimating Optimal Dynamic Treatment Regimes
Phillip J. Schulte et al.
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Instrumental variable methods for causal inference
Michael Baiocchi et al.
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Dynamic Treatment Regimes
Bibhas Chakraborty et al.
ANNUAL REVIEW OF STATISTICS AND ITS APPLICATION, VOL 1 (2014)
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Daniel B. Rubin et al.
(2012)
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Scott A. Lorch et al.
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Min Qian et al.
ANNALS OF STATISTICS (2011)
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Sarah Marie Lasswell et al.
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Mike Baiocchi et al.
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Bibhas Chakraborty et al.
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Erica E. M. Moodie et al.
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MA Hernán et al.
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SA Murphy
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Nonparametric estimation of average treatment effects under exogeneity: A review
GW Imbens
REVIEW OF ECONOMICS AND STATISTICS (2004)
A structural approach to selection bias
MA Hernán et al.
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Optimal dynamic treatment regimes
SA Murphy
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2003)
Marginal mean models for dynamic regimes
SA Murphy et al.
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Monotone instrumental variables: With an application to the returns to schooling
CF Manski et al.
ECONOMETRICA (2000)