Improved Doubly Robust Estimation in Marginal Mean Models for Dynamic Regimes

Doubly robust (DR) estimators are an important class of statistics derived from a theory of semiparametric efficiency. They have become a popular tool in causal inference, including applications to dynamic treatment regimes. The doubly robust estimators for the mean response to a dynamic treatment r...

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Bibliographic Details
Main Authors: Sun Hao, Ertefaie Ashkan, Lu Xin, Johnson Brent A.
Format: Article
Language:English
Published: De Gruyter 2020-12-01
Series:Journal of Causal Inference
Subjects:
Online Access:https://doi.org/10.1515/jci-2020-0015