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Implements multiple imputation of missing covariates by Substantive Model Compatible Fully Conditional Specification. This is a modification of the popular FCS/chained equations multiple imputation approach, and allows imputation of missing covariate values from models which are compatible with the user specified substantive model.
Version: | 1.9.0 |
Depends: | R (≥ 3.1.2) |
Imports: | MASS, survival, VGAM, stats, rlang, checkmate, abind, brglm2 |
Suggests: | knitr, rmarkdown, mitools, ggplot2, kmi, flexsurv |
Published: | 2024-11-07 |
DOI: | 10.32614/CRAN.package.smcfcs |
Author: | Jonathan Bartlett [aut, cre], Ruth Keogh [aut], Edouard F. Bonneville [aut], Claus Thorn Ekstrøm [ctb] |
Maintainer: | Jonathan Bartlett <jonathan.bartlett1 at lshtm.ac.uk> |
License: | GPL-3 |
URL: | https://github.com/jwb133/smcfcs |
NeedsCompilation: | no |
Materials: | README |
In views: | MissingData |
CRAN checks: | smcfcs results |
Reference manual: | smcfcs.pdf |
Vignettes: |
smcfcs (source, R code) smcfcs_measerror (source, R code) |
Package source: | smcfcs_1.9.0.tar.gz |
Windows binaries: | r-devel: smcfcs_1.9.0.zip, r-release: smcfcs_1.9.0.zip, r-oldrel: smcfcs_1.9.0.zip |
macOS binaries: | r-release (arm64): smcfcs_1.9.0.tgz, r-oldrel (arm64): smcfcs_1.9.0.tgz, r-release (x86_64): smcfcs_1.9.0.tgz, r-oldrel (x86_64): smcfcs_1.9.0.tgz |
Old sources: | smcfcs archive |
Reverse imports: | bootImpute |
Reverse suggests: | Publish, riskRegression |
Reverse enhances: | mdmb |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.