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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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Detalles Bibliográficos
Autores principales: Barrett, Jessica K., Henderson, Robin, Rosthøj, Susanne
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4245503/
https://www.ncbi.nlm.nih.gov/pubmed/25484995
http://dx.doi.org/10.1007/s12561-013-9097-6