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.
Package details |
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Author | Rachael C. Aikens [aut, cre], Joseph Rigdon [aut], Justin Lee [aut], Michael Baiocchi [aut], Jonathan Chen [aut] |
Maintainer | Rachael C. Aikens <rockyaikens@gmail.com> |
License | GPL-3 |
Version | 0.1.9 |
URL | https://github.com/raikens1/stratamatch |
Package repository | View on CRAN |
Installation |
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