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Supports propensity score weighting analysis of observational studies and randomized trials. Enables the estimation and inference of average causal effects with binary and multiple treatments using overlap weights (ATO), inverse probability of treatment weights (ATE), average treatment effect among the treated weights (ATT), matching weights (ATM) and entropy weights (ATEN), with and without propensity score trimming. These weights are members of the family of balancing weights introduced in Li, Morgan and Zaslavsky (2018) <doi:10.1080/01621459.2016.1260466> and Li and Li (2019) <doi:10.1214/19-AOAS1282>.
Version: | 1.2.0 |
Depends: | R (≥ 3.5.0) |
Imports: | lme4, nnet, MASS, ggplot2, numDeriv, gbm, SuperLearner |
Suggests: | knitr, rmarkdown |
Published: | 2024-03-29 |
DOI: | 10.32614/CRAN.package.PSweight |
Author: | Tianhui Zhou [aut], Guangyu Tong [aut], Fan Li [aut], Laine Thomas [aut], Fan Li [aut], Yukang Zeng [cre] |
Maintainer: | Yukang Zeng <yukang.zeng at yale.edu> |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/thuizhou/PSweight |
NeedsCompilation: | no |
Materials: | README NEWS |
In views: | CausalInference |
CRAN checks: | PSweight results |
Reference manual: | PSweight.pdf |
Vignettes: |
Software Vignette |
Package source: | PSweight_1.2.0.tar.gz |
Windows binaries: | r-devel: PSweight_1.2.0.zip, r-release: PSweight_1.2.0.zip, r-oldrel: PSweight_1.2.0.zip |
macOS binaries: | r-release (arm64): PSweight_1.2.0.tgz, r-oldrel (arm64): PSweight_1.2.0.tgz, r-release (x86_64): PSweight_1.2.0.tgz, r-oldrel (x86_64): PSweight_1.2.0.tgz |
Old sources: | PSweight archive |
Reverse imports: | causal.decomp, RCTrep |
Reverse suggests: | lmw |
Please use the canonical form https://CRAN.R-project.org/package=PSweight to link to this page.
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.