smcfcs: Multiple Imputation of Covariates by Substantive Model Compatible Fully Conditional Specification

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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.

Author
Jonathan Bartlett [aut, cre]
Date of publication
2016-02-05 00:50:10
Maintainer
Jonathan Bartlett <jwb133@googlemail.com>
License
GPL-3
Version
1.2.1
URLs

View on CRAN

Man pages

ex_compet
Simulated example data with competing risks outcome and...
ex_coxquad
Simulated example data with time to event outcome and...
ex_lininter
Simulated example data with continuous outcome and...
ex_linquad
Simulated example data with continuous outcome and quadratic...
ex_logisticquad
Simulated example data with binary outcome and quadratic...
ex_poisson
Simulated example data with count outcome, modelled using...
smcfcs
Substantive model compatible fully conditional specification...

Files in this package

smcfcs
smcfcs/inst
smcfcs/inst/doc
smcfcs/inst/doc/smcfcs-vignette.R
smcfcs/inst/doc/smcfcs-vignette.Rmd
smcfcs/inst/doc/smcfcs-vignette.html
smcfcs/NAMESPACE
smcfcs/data
smcfcs/data/ex_coxquad.rda
smcfcs/data/ex_linquad.rda
smcfcs/data/ex_lininter.rda
smcfcs/data/ex_compet.rda
smcfcs/data/ex_poisson.rda
smcfcs/data/ex_logisticquad.rda
smcfcs/R
smcfcs/R/smcfcs.r
smcfcs/vignettes
smcfcs/vignettes/smcfcs-vignette.Rmd
smcfcs/README.md
smcfcs/MD5
smcfcs/build
smcfcs/build/vignette.rds
smcfcs/DESCRIPTION
smcfcs/man
smcfcs/man/ex_poisson.Rd
smcfcs/man/ex_logisticquad.Rd
smcfcs/man/smcfcs.Rd
smcfcs/man/ex_coxquad.Rd
smcfcs/man/ex_linquad.Rd
smcfcs/man/ex_lininter.Rd
smcfcs/man/ex_compet.Rd