NPBayesImpute: Non-Parametric Bayesian Multiple Imputation for Categorical Data

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These routines create multiple imputations of missing at random categorical data, with or without structural zeros. Imputations are based on Dirichlet process mixtures of multinomial distributions, which is a non-parametric Bayesian modeling approach that allows for flexible joint modeling.

Author
Quanli Wang, Daniel Manrique-Vallier, Jerome P. Reiter and Jingchen Hu
Date of publication
2016-02-09 20:53:48
Maintainer
Quanli Wang <quanli@stat.duke.edu>
License
GPL (>= 3)
Version
0.6

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Man pages

CreateModel
Create and initialize the Rcpp_Lcm model object
GetDataFrame
Convert imputed data to a dataframe, using the same setting...
GetMCZ
Convert disjointed structrual zeros to a dataframe, using the...
Lcm
RCPP implemenation of the library
MCZ
Example dataframe for structrual zeros.
NPBayesImput-package
Bayesian Multiple Imputation for Large-Scale Categorical Data...
Rcpp_Lcm
RCPP implemenation of the library
Rcpp_Lcm-class
Class '"Rcpp_Lcm"'
UpdateX
Allow user to update the model with data matrix of same kind.
X
Example dataframe for input categorical data with missing...

Files in this package

NPBayesImpute
NPBayesImpute/inst
NPBayesImpute/inst/doc
NPBayesImpute/inst/doc/LCM_Zeros_Imputation_RMaterial.pdf
NPBayesImpute/src
NPBayesImpute/src/CLcm.cpp
NPBayesImpute/src/Makevars
NPBayesImpute/src/CData.h
NPBayesImpute/src/CParam.cpp
NPBayesImpute/src/CParam.h
NPBayesImpute/src/SpecialFunctions.cpp
NPBayesImpute/src/MersenneTwister.h
NPBayesImpute/src/CEnv.cpp
NPBayesImpute/src/CLcm.h
NPBayesImpute/src/lczmain.cpp
NPBayesImpute/src/CTrace.cpp
NPBayesImpute/src/CArrayND.h
NPBayesImpute/src/CEnv.h
NPBayesImpute/src/CData.cpp
NPBayesImpute/src/CTrace.h
NPBayesImpute/src/margin_conditions.h
NPBayesImpute/src/Makevars.win
NPBayesImpute/src/SpecialFunctions.h
NPBayesImpute/src/margin_conditions.cpp
NPBayesImpute/NAMESPACE
NPBayesImpute/demo
NPBayesImpute/demo/example.R
NPBayesImpute/demo/00Index
NPBayesImpute/demo/example_short.R
NPBayesImpute/data
NPBayesImpute/data/NYMockexample.RData
NPBayesImpute/data/NYexample.RData
NPBayesImpute/R
NPBayesImpute/R/ArrayUtils.R
NPBayesImpute/R/zzz.R
NPBayesImpute/MD5
NPBayesImpute/DESCRIPTION
NPBayesImpute/man
NPBayesImpute/man/CreateModel.Rd
NPBayesImpute/man/GetMCZ.Rd
NPBayesImpute/man/MCZ.Rd
NPBayesImpute/man/Rcpp_Lcm.Rd
NPBayesImpute/man/GetDataFrame.Rd
NPBayesImpute/man/Rcpp_Lcm-class.Rd
NPBayesImpute/man/Lcm.Rd
NPBayesImpute/man/UpdateX.Rd
NPBayesImpute/man/X.Rd
NPBayesImpute/man/NPBayesImput-package.Rd