Package: stratamatch 0.1.9

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.

Authors:Rachael C. Aikens [aut, cre], Joseph Rigdon [aut], Justin Lee [aut], Michael Baiocchi [aut], Jonathan Chen [aut]

stratamatch_0.1.9.tar.gz
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stratamatch_0.1.9.tgz(r-4.4-any)stratamatch_0.1.9.tgz(r-4.3-any)
stratamatch_0.1.9.tar.gz(r-4.5-noble)stratamatch_0.1.9.tar.gz(r-4.4-noble)
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stratamatch.pdf |stratamatch.html
stratamatch/json (API)

# Install 'stratamatch' in R:
install.packages('stratamatch', repos = c('https://raikens1.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/raikens1/stratamatch/issues

Datasets:
  • ICU_data - Demographics and comorbidities of 10,157 ICU patients

On CRAN:

10 exports 0.00 score 69 dependencies 9 scripts 517 downloads

Last updated 2 years agofrom:6f51f1b48a. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 14 2024
R-4.5-winOKSep 14 2024
R-4.5-linuxOKSep 14 2024
R-4.4-winOKSep 14 2024
R-4.4-macOKSep 14 2024
R-4.3-winOKSep 14 2024
R-4.3-macOKSep 14 2024

Exports:auto_stratifyextract_cut_pointsis.auto_stratais.manual_stratais.stratamake_match_distancesmake_sample_datamanual_stratifysplit_pilot_setstrata_match

Dependencies:backportsbase64encbslibcachemcheckmatecliclustercolorspacedata.tabledigestdplyrevaluatefansifarverfastmapfontawesomeforeignFormulafsgenericsggplot2gluegridExtragtablehighrHmischtmlTablehtmltoolshtmlwidgetsisobandjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrMASSMatrixmemoisemgcvmimemunsellnlmennetpillarpkgconfigR6rappdirsRColorBrewerrlangrmarkdownrpartrstudioapisassscalesstringistringrsurvivaltibbletidyselecttinytexutf8vctrsviridisviridisLitewithrxfunyaml

Advanced Functionality

Rendered fromAdvanced_functionality.Rmdusingknitr::rmarkdownon Sep 14 2024.

Last update: 2022-03-02
Started: 2021-05-26

Introduction to stratamatch

Rendered fromIntro_to_stratamatch.Rmdusingknitr::rmarkdownon Sep 14 2024.

Last update: 2022-03-31
Started: 2019-10-24