Package: SelectionBias 2.0.0
Stina Zetterstrom
SelectionBias: Calculates Bounds for the Selection Bias for Binary Treatment and Outcome Variables
Computes bounds and sensitivity parameters as part of sensitivity analysis for selection bias. Different bounds are provided: the SV (Smith and VanderWeele), AF (assumption-free) bound, GAF (generalized AF), and CAF (counterfactual AF) bounds. The calculation of the sensitivity parameters for the SV and GAF bounds assume an additional dependence structure in form of a generalized M-structure. The bounds can be calculated for any structure as long as the necessary assumptions hold. See Smith and VanderWeele (2019) <doi:10.1097/EDE.0000000000001032>, Zetterstrom and Waernbaum (2022) <doi:10.1515/em-2022-0108> and Zetterstrom (2024) <doi:10.1515/em-2023-0033>.
Authors:
SelectionBias_2.0.0.tar.gz
SelectionBias_2.0.0.zip(r-4.5)SelectionBias_2.0.0.zip(r-4.4)SelectionBias_2.0.0.zip(r-4.3)
SelectionBias_2.0.0.tgz(r-4.4-any)SelectionBias_2.0.0.tgz(r-4.3-any)
SelectionBias_2.0.0.tar.gz(r-4.5-noble)SelectionBias_2.0.0.tar.gz(r-4.4-noble)
SelectionBias_2.0.0.tgz(r-4.4-emscripten)SelectionBias_2.0.0.tgz(r-4.3-emscripten)
SelectionBias.pdf |SelectionBias.html✨
SelectionBias/json (API)
NEWS
| # Install 'SelectionBias' in R: |
| install.packages('SelectionBias', repos = c('https://stizet.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/stizet/selectionbias/issues
- zika_learner - Simulated data set emulating a zika outbreak in Brazil
Last updated 8 months agofrom:d13af31023. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Oct 29 2024 |
| R-4.5-win | OK | Oct 29 2024 |
| R-4.5-linux | OK | Oct 29 2024 |
| R-4.4-win | OK | Oct 29 2024 |
| R-4.4-mac | OK | Oct 29 2024 |
| R-4.3-win | OK | Oct 29 2024 |
| R-4.3-mac | OK | Oct 29 2024 |
Exports:AFboundCAFboundGAFboundsensitivityparametersMSVboundSVboundsharp
Dependencies:abindarmbootclicodagluelatticelifecyclelme4MASSMatrixminqanlmenloptrRcppRcppEigenrlang
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Assumption-free bound | AFbound |
| Counterfactual assumption-free bound | CAFbound |
| Generalized assumption-free bound | GAFbound |
| Sensitivity parameters for the Smith and VanderWeele bound and the GAF bound | sensitivityparametersM |
| Smith and VanderWeele bound | SVbound |
| Sensitivity parameters for the Smith and VanderWeele bound | SVboundparametersM |
| Check if the Smith and VanderWeele bound in the subpopulation is sharp | SVboundsharp |
| Simulated data set emulating a zika outbreak in Brazil | zika_learner |