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 Documentation: Downloads: Linking:Please use the canonical form https://CRAN.R-project.org/package=paths to link to this page.
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