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 |