A pilot matching design to automatically stratify and match large datasets. The manual_stratify() function allows users to manually stratify a dataset based on categorical variables of interest, while the auto_stratify() function does automatically by allocating a held-aside (pilot) data set, fitting a prognostic score (see Hansen (2008) <doi:10.1093/biomet/asn004>) on the pilot set, and stratifying the data set based on prognostic score quantiles. The strata_match() function then does optimal matching of the data set in parallel within strata.
| Version: | 0.1.9 |
| Depends: | R (≥ 3.4.0) |
| Imports: | dplyr (≥ 0.8.3), Hmisc (≥ 4.2-0), magrittr (≥ 1.5), rlang (≥ 0.4.0), survival (≥ 2.44.1.1) |
| Suggests: | knitr, optmatch (≥ 0.9-11), rmarkdown, testthat (≥ 2.1.0), glmnet (≥ 4.0), randomForest (≥ 4.6-14) |
| Published: | 2022-03-31 |
| DOI: | 10.32614/CRAN.package.stratamatch |
| Author: | Rachael C. Aikens [aut, cre], Joseph Rigdon [aut], Justin Lee [aut], Michael Baiocchi [aut], Jonathan Chen [aut] |
| Maintainer: | Rachael C. Aikens <rockyaikens at gmail.com> |
| BugReports: | https://github.com/raikens1/stratamatch/issues |
| License: | GPL-3 |
| URL: | https://github.com/raikens1/stratamatch |
| NeedsCompilation: | no |
| Citation: | stratamatch citation info |
| In views: | CausalInference |
| CRAN checks: | stratamatch results |
| Reference manual: | stratamatch.pdf |
| Vignettes: |
Advanced_functionality Introduction to stratamatch |
| Package source: | stratamatch_0.1.9.tar.gz |
| Windows binaries: | r-devel: stratamatch_0.1.9.zip, r-release: stratamatch_0.1.9.zip, r-oldrel: stratamatch_0.1.9.zip |
| macOS binaries: | r-release (arm64): stratamatch_0.1.9.tgz, r-oldrel (arm64): stratamatch_0.1.9.tgz, r-release (x86_64): stratamatch_0.1.9.tgz, r-oldrel (x86_64): stratamatch_0.1.9.tgz |
| Old sources: | stratamatch archive |
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