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:
paths_0.1.1.tar.gz
paths_0.1.1.zip(r-4.5)paths_0.1.1.zip(r-4.4)paths_0.1.1.zip(r-4.3)
paths_0.1.1.tgz(r-4.4-any)paths_0.1.1.tgz(r-4.3-any)
paths_0.1.1.tar.gz(r-4.5-noble)paths_0.1.1.tar.gz(r-4.4-noble)
paths_0.1.1.tgz(r-4.4-emscripten)paths_0.1.1.tgz(r-4.3-emscripten)
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')) |
Bug tracker:https://github.com/mdtrinh/paths/issues
Last updated 3 years agofrom:930a50a472. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Sep 06 2024 |
| R-4.5-win | OK | Sep 06 2024 |
| R-4.5-linux | OK | Sep 06 2024 |
| R-4.4-win | OK | Sep 06 2024 |
| R-4.4-mac | OK | Sep 06 2024 |
| R-4.3-win | OK | Sep 06 2024 |
| R-4.3-mac | OK | Sep 06 2024 |
Dependencies:backportsBARTbootcachemcheckmateclassclassIntclicodetoolscolorspacecpp11crayondata.tableDBIdeldirdigestdplyre1071fansifarverfastmapFormulaformula.toolsgbmgenericsggplot2gluegtableinterpisobandjpegjsonliteKernSmoothlabelinglatticelatticeExtralifecyclelobstrlubridatemagrittrMASSMatrixMatrixModelsmemoisemetRmgcvminqamitoolsmunsellnlmenumDerivoperator.toolspillarpkgconfigplyrpngprettyunitsproxypryrpurrrR6RColorBrewerRcppRcppArmadilloRcppEigenrlangs2scalessfstringistringrsurveysurvivaltibbletidyrtidyselecttimechangetwangunitsutf8vctrsviridisLitewithrwkxgboostxtable
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| paths: An Imputation Approach to Estimating Path-specific Causal Effects | paths-package |
| Causal Paths Analysis | paths print.paths |
| Plot Method for 'paths' Objects | plot.paths |
| Plot Method for 'sens' Objects | plot.sens |
| Obtaining predicted values from fitted models | pred pred.gbm pred.glm pred.lm pred.pbart pred.wbart |
| Sensitivity Analysis for Unobserved Confounding on Path-Specific Causal Effects | sens |
| Summarizing Output from Causal Paths Analysis | print.summary.paths summary.paths |
| The Legacy of Political Violence among Crimean Tatars | tatar |
| Issue Framing and Support for Welfare Reform | welfare |
