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Doubly robust nonparametric inference on the average treatment effect

Doubly robust estimators are widely used to draw inference about the average effect of a treatment. Such estimators are consistent for the effect of interest if either one of two nuisance parameters is consistently estimated. However, if flexible, data-adaptive estimators of these nuisance parameter...

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Detalles Bibliográficos
Autores principales: Benkeser, D, Carone, M, Laan, M J Van Der, Gilbert, P B
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5793673/
https://www.ncbi.nlm.nih.gov/pubmed/29430041
http://dx.doi.org/10.1093/biomet/asx053