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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Bibliographic Details

Published in:	Biometrika Vol. 104; no. 4; p. 863
Main Authors:	Benkeser, D, Carone, M, Laan, M J Van Der, Gilbert, P B
Format:	Journal Article
Language:	English
Published:	England 01.12.2017
Subjects:	Doubly robust estimation Targeted minimum loss-based estimation Efficient influence function Adaptive estimation
ISSN:	0006-3444
Online Access:	Get more information
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