R package drgee: Doubly Robust Generalized Estimating Equations. Fit restricted mean models for the conditional association between an exposure and an outcome, given covariates. Three methods are implemented: O-estimation, where a nuisance model for the association between the covariates and the outcome is used; E-estimation where a nuisance model for the association between the covariates and the exposure is used, and doubly robust (DR) estimation where both nuisance models are used. In DR-estimation, the estimates will be consistent when at least one of the nuisance models is correctly specified, not necessarily both.
Keywords for this software
References in zbMATH (referenced in 2 articles , 1 standard article )
Showing results 1 to 2 of 2.
- Suk, Youmi; Kang, Hyunseung: Robust machine learning for treatment effects in multilevel observational studies under cluster-level unmeasured confounding (2022)
- Zetterqvist, Johan; Sjölander, Arvid: Doubly robust estimation with the R package \textttdrgee (2015)