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Provides essential tools for the pre-processing techniques of matching and weighting multiply imputed datasets. The package includes functions for matching within and across multiply imputed datasets using various methods, estimating weights for units in the imputed datasets using multiple weighting methods, calculating causal effect estimates in each matched or weighted dataset using parametric or non-parametric statistical models, and pooling the resulting estimates according to Rubin's rules (please see <https://journal.r-project.org/archive/2021/RJ-2021-073/> for more details).
Version: | 1.2.1 |
Depends: | R (≥ 3.6.0) |
Imports: | MatchIt (≥ 4.0.0), mice, rlang, survey, WeightIt |
Suggests: | Amelia, cobalt (≥ 4.0.0), R.rsp |
Published: | 2024-04-02 |
DOI: | 10.32614/CRAN.package.MatchThem |
Author: | Farhad Pishgar [aut, cre], Noah Greifer [aut], Clémence Leyrat [ctb], Elizabeth Stuart [ctb] |
Maintainer: | Farhad Pishgar <Farhad.Pishgar at Gmail.com> |
BugReports: | https://github.com/FarhadPishgar/MatchThem/issues |
License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
URL: | https://github.com/FarhadPishgar/MatchThem |
NeedsCompilation: | no |
Citation: | MatchThem citation info |
Materials: | README NEWS |
In views: | CausalInference, MissingData, OfficialStatistics |
CRAN checks: | MatchThem results |
Reference manual: | MatchThem.pdf |
Vignettes: |
MatchThem:: Cheat Sheet MatchThem:: Matching and Weighting after Multiple Imputation |
Package source: | MatchThem_1.2.1.tar.gz |
Windows binaries: | r-devel: MatchThem_1.2.1.zip, r-release: MatchThem_1.2.1.zip, r-oldrel: MatchThem_1.2.1.zip |
macOS binaries: | r-release (arm64): MatchThem_1.2.1.tgz, r-oldrel (arm64): MatchThem_1.2.1.tgz, r-release (x86_64): MatchThem_1.2.1.tgz, r-oldrel (x86_64): MatchThem_1.2.1.tgz |
Old sources: | MatchThem archive |
Reverse suggests: | cobalt |
Please use the canonical form https://CRAN.R-project.org/package=MatchThem 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.