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In causal mediation analysis with multiple causally ordered mediators, a set of path-specific effects are identified under standard ignorability assumptions. This package implements an imputation approach to estimating these effects along with a set of bias formulas for conducting sensitivity analysis (Zhou and Yamamoto <doi:10.31235/osf.io/2rx6p>). It contains two main functions: paths() for estimating path-specific effects and sens() for conducting sensitivity analysis. Estimation uncertainty is quantified using the nonparametric bootstrap.
Version: | 0.1.1 |
Depends: | R (≥ 3.6.0) |
Imports: | BART, boot, gbm, ggplot2, metR, pryr, stats, twang, tidyr |
Suggests: | knitr, rmarkdown, parallel |
Published: | 2021-06-18 |
DOI: | 10.32614/CRAN.package.paths |
Author: | Minh Trinh [cre], Teppei Yamamoto [aut], Xiang Zhou [aut] |
Maintainer: | Minh Trinh <mdtrinh at mit.edu> |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
NeedsCompilation: | no |
Materials: | README NEWS ChangeLog |
In views: | CausalInference, MissingData |
CRAN checks: | paths results |
Reference manual: | paths.pdf |
Package source: | paths_0.1.1.tar.gz |
Windows binaries: | r-devel: paths_0.1.1.zip, r-release: paths_0.1.1.zip, r-oldrel: paths_0.1.1.zip |
macOS binaries: | r-release (arm64): paths_0.1.1.tgz, r-oldrel (arm64): paths_0.1.1.tgz, r-release (x86_64): paths_0.1.1.tgz, r-oldrel (x86_64): paths_0.1.1.tgz |
Old sources: | paths archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.