Package: paths 0.1.2
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_0.1.2.tar.gz
paths_0.1.2.zip(r-4.7)paths_0.1.2.zip(r-4.6)paths_0.1.2.zip(r-4.5)
paths_0.1.2.tgz(r-4.6-any)paths_0.1.2.tgz(r-4.5-any)
paths_0.1.2.tar.gz(r-4.7-any)paths_0.1.2.tar.gz(r-4.6-any)
paths_0.1.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
paths/json (API)
NEWS
| # Install 'paths' in R: |
| install.packages('paths', repos = c('https://xiangzhou09.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/xiangzhou09/paths/issues
Last updated from:da85b795a3. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 183 | ||
| source / vignettes | OK | 227 | ||
| linux-release-x86_64 | OK | 185 | ||
| macos-release-arm64 | OK | 119 | ||
| macos-oldrel-arm64 | OK | 125 | ||
| windows-devel | OK | 111 | ||
| windows-release | OK | 141 | ||
| windows-oldrel | OK | 107 | ||
| wasm-release | OK | 139 |
Dependencies:backportsBARTbootcachemcheckmateclassclassIntclicpp11data.tableDBIdeldirdigestdplyre1071farverfastmapFormulaformula.toolsgbmgenericsggplot2gluegtableinterpisobandjpegjsonliteKernSmoothlabelinglatticelatticeExtralifecyclelubridatemagrittrMASSMatrixMatrixModelsmemoisemetRminqamitoolsnlmenumDerivoperator.toolspillarpkgconfigplyrpngproxypurrrR6RColorBrewerRcppRcppArmadilloRcppEigenrlangs2S7scalessfstringistringrsurveysurvivaltibbletidyrtidyselecttimechangetwangunitsutf8vctrsviridisLitewithrwkxgboostxtable
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| 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 |
