DirectEffects: Estimating Controlled Direct Effects for Explaining Causal Findings
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 |
Documentation:
| Reference manual: | DirectEffects.pdf |
| Vignettes: |
Estimating controlled direct effects (source, R code) |
Downloads:
| Package source: | DirectEffects_0.3.tar.gz |
| Windows binaries: | r-devel: DirectEffects_0.3.zip, r-release: DirectEffects_0.3.zip, r-oldrel: DirectEffects_0.3.zip |
| macOS binaries: | r-devel (arm64): DirectEffects_0.3.tgz, r-release (arm64): DirectEffects_0.3.tgz, r-oldrel (arm64): DirectEffects_0.3.tgz, r-devel (x86_64): DirectEffects_0.3.tgz, r-release (x86_64): DirectEffects_0.3.tgz, r-oldrel (x86_64): DirectEffects_0.3.tgz |
| Old sources: | DirectEffects archive |
Linking:
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