stratamatch: Stratification and Matching for Large Observational Data Sets

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

AuthorRachael C. Aikens [aut, cre], Joseph Rigdon [aut], Justin Lee [aut], Michael Baiocchi [aut], Jonathan Chen [aut]
MaintainerRachael C. Aikens <rockyaikens@gmail.com>
LicenseGPL-3
Version0.1.7
URL https://github.com/raikens1/stratamatch
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("stratamatch")

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stratamatch documentation built on May 26, 2021, 9:06 a.m.