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Provides a set of functions for counterfactual decomposition (cfdecomp). The functions available in this package decompose differences in an outcome attributable to a mediating variable (or sets of mediating variables) between groups based on counterfactual (causal inference) theory. By using Monte Carlo (MC) integration (simulations based on empirical estimates from multivariable models) we provide added flexibility compared to existing (analytical) approaches, at the cost of computational power or time. The added flexibility means that we can decompose difference between groups in any outcome or and with any mediator (any variable type and distribution). See Sudharsanan & Bijlsma (2019) <doi:10.4054/MPIDR-WP-2019-004> for more information.
| Version: | 0.4.0 |
| Depends: | R (≥ 3.5.0) |
| Published: | 2021-08-11 |
| DOI: | 10.32614/CRAN.package.cfdecomp |
| Author: | Maarten Jacob Bijlsma [aut, cre], Nikkil Sudharsanan [aut], Peng Li [ctb] |
| Maintainer: | Maarten Jacob Bijlsma <maarten.bijlsma at gmail.com> |
| License: | GPL-3 |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| In views: | CausalInference |
| CRAN checks: | cfdecomp results |
| Reference manual: | cfdecomp.pdf |
| Package source: | cfdecomp_0.4.0.tar.gz |
| Windows binaries: | r-devel: cfdecomp_0.4.0.zip, r-release: cfdecomp_0.4.0.zip, r-oldrel: cfdecomp_0.4.0.zip |
| macOS binaries: | r-release (arm64): cfdecomp_0.4.0.tgz, r-oldrel (arm64): cfdecomp_0.4.0.tgz, r-release (x86_64): cfdecomp_0.4.0.tgz, r-oldrel (x86_64): cfdecomp_0.4.0.tgz |
| Old sources: | cfdecomp archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.