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Doubly Robust Estimation of Optimal Dynamic Treatment Regimes

We compare methods for estimating optimal dynamic decision rules from observational data, with particular focus on estimating the regret functions defined by Murphy (in J. R. Stat. Soc., Ser. B, Stat. Methodol. 65:331–355, 2003). We formulate a doubly robust version of the regret-regression approach...

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Bibliographic Details
Published in:Stat Biosci
Main Authors: Barrett, Jessica K., Henderson, Robin, Rosthøj, Susanne
Format: Artigo
Language:Inglês
Published: Springer US 2013
Subjects:
Online Access:https://ncbi.nlm.nih.gov/pmc/articles/PMC4245503/
https://ncbi.nlm.nih.gov/pubmed/25484995
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/s12561-013-9097-6
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