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Covariate selection with group lasso and doubly robust estimation of causal effects

The efficiency of doubly robust estimators of the average causal effect (ACE) of a treatment can be improved by including in the treatment and outcome models only those covariates which are related to both treatment and outcome (i.e., confounders) or related only to the outcome. However, it is often...

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Detalhes bibliográficos
Publicado no:Biometrics
Main Authors: Koch, Brandon, Vock, David M., Wolfson, Julian
Formato: Artigo
Idioma:Inglês
Publicado em: 2017
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC5740021/
https://ncbi.nlm.nih.gov/pubmed/28636276
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1111/biom.12736
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