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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...

תיאור מלא

שמור ב:
מידע ביבליוגרפי
הוצא לאור ב:Biometrics
Main Authors: Koch, Brandon, Vock, David M., Wolfson, Julian
פורמט: Artigo
שפה:Inglês
יצא לאור: 2017
נושאים:
גישה מקוונת: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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