Package: paths 0.1.1

paths: An Imputation Approach to Estimating Path-Specific Causal Effects

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.

Authors:Minh Trinh [cre], Teppei Yamamoto [aut], Xiang Zhou [aut]

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paths.pdf |paths.html
paths/json (API)
NEWS

# Install 'paths' in R:
install.packages('paths', repos = c('https://mdtrinh.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/mdtrinh/paths/issues

Datasets:
  • tatar - The Legacy of Political Violence among Crimean Tatars
  • welfare - Issue Framing and Support for Welfare Reform

On CRAN:

3.71 score 102 scripts 203 downloads 3 exports 86 dependencies

Last updated 3 years agofrom:930a50a472. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 05 2024
R-4.5-winOKNov 05 2024
R-4.5-linuxOKNov 05 2024
R-4.4-winOKNov 05 2024
R-4.4-macOKNov 05 2024
R-4.3-winOKNov 05 2024
R-4.3-macOKNov 05 2024

Exports:pathspredsens

Dependencies:backportsBARTbootcachemcheckmateclassclassIntclicodetoolscolorspacecpp11crayondata.tableDBIdeldirdigestdplyre1071fansifarverfastmapFormulaformula.toolsgbmgenericsggplot2gluegtableinterpisobandjpegjsonliteKernSmoothlabelinglatticelatticeExtralifecyclelobstrlubridatemagrittrMASSMatrixMatrixModelsmemoisemetRmgcvminqamitoolsmunsellnlmenumDerivoperator.toolspillarpkgconfigplyrpngprettyunitsproxypryrpurrrR6RColorBrewerRcppRcppArmadilloRcppEigenrlangs2scalessfstringistringrsurveysurvivaltibbletidyrtidyselecttimechangetwangunitsutf8vctrsviridisLitewithrwkxgboostxtable