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Estimating causal effects in the presence of post-treatment confounding using principal stratification. 'PStrata' allows for customized monotonicity assumptions and exclusion restriction assumptions, with automatic full Bayesian inference supported by 'Stan'. The main function to use in this package is PStrata(), which provides posterior estimates of principal causal effect with uncertainty quantification. Visualization tools are also provided for diagnosis and interpretation. See Liu and Li (2023) <doi:10.48550/arXiv.2304.02740> for details.
| Version: | 0.0.5 |
| Depends: | R (≥ 3.5.0) |
| Imports: | ggplot2, rstan, lme4, abind, dplyr, purrr, stringr, stats |
| Suggests: | R.rsp |
| Published: | 2023-12-03 |
| DOI: | 10.32614/CRAN.package.PStrata |
| Author: | Bo Liu [aut, cre], Fan Li [ctb] |
| Maintainer: | Bo Liu <bl226 at duke.edu> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| NeedsCompilation: | no |
| Materials: | README |
| CRAN checks: | PStrata results |
| Reference manual: | PStrata.pdf |
| Vignettes: |
PStrata: An R Package for Principal Stratification |
| Package source: | PStrata_0.0.5.tar.gz |
| Windows binaries: | r-devel: PStrata_0.0.5.zip, r-release: PStrata_0.0.5.zip, r-oldrel: PStrata_0.0.5.zip |
| macOS binaries: | r-release (arm64): PStrata_0.0.5.tgz, r-oldrel (arm64): PStrata_0.0.5.tgz, r-release (x86_64): PStrata_0.0.5.tgz, r-oldrel (x86_64): PStrata_0.0.5.tgz |
| Old sources: | PStrata archive |
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