CALIBERrfimpute: Multiple imputation using MICE and Random Forest

Functions to impute using Random Forest under Full Conditional Specifications (Multivariate Imputation by Chained Equations). The CALIBER programme is funded by the Wellcome Trust (086091/Z/08/Z) and the National Institute for Health Research (NIHR) under its Programme Grants for Applied Research programme (RP-PG-0407-10314). The author is supported by a Wellcome Trust Clinical Research Training Fellowship (0938/30/Z/10/Z).

Author
Anoop Shah [aut, cre], Jonathan Bartlett [ctb], Harry Hemingway [ths], Owen Nicholas [ths], Aroon Hingorani [ths]
Date of publication
2014-10-23 13:03:21
Maintainer
Anoop Shah <anoop@doctors.org.uk>
License
GPL-3
Version
1.0-0

View on R-Forge

Man pages

CALIBERrfimpute-package
Imputation in MICE using Random Forest
makemar
Creates artificial missing at random missingness
mice.impute.rfcat
Impute categorical variables using Random Forest within MICE
mice.impute.rfcont
Impute continuous variables using Random Forest within MICE
setRFoptions
Set Random Forest options for imputation using MICE
simdata
Simulate multivariate data for testing

Files in this package

CALIBERrfimpute/DESCRIPTION
CALIBERrfimpute/NAMESPACE
CALIBERrfimpute/NEWS
CALIBERrfimpute/R
CALIBERrfimpute/R/makemar.R
CALIBERrfimpute/R/mice.impute.rfcat.R
CALIBERrfimpute/R/mice.impute.rfcont.R
CALIBERrfimpute/R/setRFoptions.R
CALIBERrfimpute/R/simdata.R
CALIBERrfimpute/build
CALIBERrfimpute/build/vignette.rds
CALIBERrfimpute/inst
CALIBERrfimpute/inst/CITATION
CALIBERrfimpute/inst/doc
CALIBERrfimpute/inst/doc/index.html
CALIBERrfimpute/inst/doc/simstudy.pdf
CALIBERrfimpute/inst/doc/simstudy_survival.R
CALIBERrfimpute/inst/doc/simstudy_survival.Rnw
CALIBERrfimpute/inst/doc/simstudy_survival.pdf
CALIBERrfimpute/man
CALIBERrfimpute/man/CALIBERrfimpute-package.Rd
CALIBERrfimpute/man/makemar.Rd
CALIBERrfimpute/man/mice.impute.rfcat.Rd
CALIBERrfimpute/man/mice.impute.rfcont.Rd
CALIBERrfimpute/man/setRFoptions.Rd
CALIBERrfimpute/man/simdata.Rd
CALIBERrfimpute/vignettes
CALIBERrfimpute/vignettes/simstudy_survival.Rnw