MixedDataImpute: Missing Data Imputation for Continuous and Categorical Data using Nonparametric Bayesian Joint Models

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Missing data imputation for continuous and categorical data, using nonparametric Bayesian joint models (specifically the hierarchically coupled mixture model with local dependence described in Murray and Reiter (2015); see 'citation("MixedDataImpute")' or http://arxiv.org/abs/1410.0438). See '?hcmm_impute' for example usage.

Author
Jared S. Murray
Date of publication
2016-02-07 09:20:13
Maintainer
Jared S. Murray <jsmurray@stat.cmu.edu>
License
GPL-3
Version
0.1

View on CRAN

Man pages

hcmm_hyperpar
Generate a list of hyperparameters
hcmm_impute
Generate multiply imputed datasets
MixedDataImpute
Missing data imputation for continuous and categorical data...
prepare_data
Prepare a dataset for imputation
remap_imputations
Map raw imputations back to original scale/factor labels.
sipp08
Housholder earnings from the SIPP

Files in this package

MixedDataImpute
MixedDataImpute/inst
MixedDataImpute/inst/CITATION
MixedDataImpute/src
MixedDataImpute/src/Makevars
MixedDataImpute/src/common.h
MixedDataImpute/src/StatlFunctions.cpp
MixedDataImpute/src/stick.cpp
MixedDataImpute/src/StatFunctions.h
MixedDataImpute/src/hcmmld.cpp
MixedDataImpute/src/clusters.cpp
MixedDataImpute/src/clusters.h
MixedDataImpute/src/hcmmld_pmn.h
MixedDataImpute/src/Makevars.win
MixedDataImpute/src/RcppExports.cpp
MixedDataImpute/src/common.cpp
MixedDataImpute/src/rng.h
MixedDataImpute/src/rng.cpp
MixedDataImpute/src/stick.h
MixedDataImpute/src/hcmmld_mvreg.h
MixedDataImpute/NAMESPACE
MixedDataImpute/data
MixedDataImpute/data/sipp08.rda
MixedDataImpute/R
MixedDataImpute/R/MixedDataImpute.R
MixedDataImpute/R/impute.R
MixedDataImpute/R/make_lookup.R
MixedDataImpute/R/sipp08.R
MixedDataImpute/R/prepare_data.R
MixedDataImpute/R/RcppExports.R
MixedDataImpute/R/hyperpars.R
MixedDataImpute/R/zzz.R
MixedDataImpute/MD5
MixedDataImpute/DESCRIPTION
MixedDataImpute/man
MixedDataImpute/man/prepare_data.Rd
MixedDataImpute/man/hcmm_impute.Rd
MixedDataImpute/man/MixedDataImpute.Rd
MixedDataImpute/man/hcmm_hyperpar.Rd
MixedDataImpute/man/remap_imputations.Rd
MixedDataImpute/man/sipp08.Rd