MatchThem: Matching and Weighting Multiply Imputed Datasets
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 |
Documentation:
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