Doubly robust estimation of the local average treatment effect curve

We consider estimation of the causal effect of a binary treatment on an outcome, conditionally on covariates, from observational studies or natural experiments in which there is a binary instrument for treatment. We describe a doubly robust, locally efficient estimator of the parameters indexing a m...

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Veröffentlicht in:	Journal of the Royal Statistical Society. Series B, Statistical methodology Statistical methodology, 2015-03, Vol.77 (2), p.373-396
Hauptverfasser:	Ogburn, Elizabeth L., Rotnitzky, Andrea, Robins, James M.
Format:	Artikel
Sprache:	eng
Schlagworte:	Average Consistent estimators Deferred compensation Effects Estimating techniques Estimation Estimation methods Estimation theory Estimators Experimentation Gaussian distributions Inference Instrumental variables Instrumental variables estimation International Local average treatment effect Local efficiency Multiplicative effect Observation Parametric models Retirement Statistical models Statistics Studies U.S.A Vector-autoregressive models
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