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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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Publicado en:Biometrics
Autores principales: Koch, Brandon, Vock, David M., Wolfson, Julian
Formato: Artigo
Lenguaje:Inglês
Publicado: 2017
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Acceso en línea: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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