A set of functions to estimate the controlled direct effect of treatment fixing a potential mediator to a specific value. Implements the sequential g-estimation estimator described in Vansteelandt (2009) <doi:10.1097/EDE.0b013e3181b6f4c9> and Acharya, Blackwell, and Sen (2016) <doi:10.1017/S0003055416000216> and the telescope matching estimator described in Blackwell and Strezhnev (2020) <doi:10.1111/rssa.12759>.
| Version: | 0.3 |
| Depends: | R (≥ 3.5.0) |
| Imports: | stats,Formula,glue,Matching,generics,rlang,broom |
| Suggests: | knitr,rmarkdown,dplyr,tidyverse,ggplot2,reshape2,scales,testthat,nnet,glmnet,hdm,ranger |
| Published: | 2024-10-04 |
| DOI: | 10.32614/CRAN.package.DirectEffects |
| Author: | Matthew Blackwell [aut, cre], Avidit Acharya [aut], Maya Sen [aut], Shiro Kuriwaki [aut], Jacob Brown [aut], Anton Strezhnev [aut] |
| Maintainer: | Matthew Blackwell <mblackwell at gmail.com> |
| BugReports: | https://github.com/mattblackwell/DirectEffects/issues |
| License: | GPL-2 |GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://mattblackwell.github.io/DirectEffects/ |
| NeedsCompilation: | no |
| In views: | CausalInference |
| CRAN checks: | DirectEffects results |