mi: Missing Data Imputation and Model Checking

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R functions for performing multiple imputation with several checks.

Author
Andrew Gelman <gelman@stat.columbia.edu>, Jennifer Hill <Jennifer.hill@nyu.edu>, Yu-Sung Su <suyusung@tsinghua.edu.cn>, Masanao Yajima <my2167@columbia.edu>, Maria Grazia Pittau <grazia@stat.columbia.edu>
Date of publication
2015-04-06 22:37:23
Maintainer
Yu-Sung Su <suyusung@tsinghua.edu.cn>
License
GPL (>=2)
Version
0.10-1
URLs

View on R-Forge

Man pages

CHAIN
Subset of variables from the CHAIN project, a longitudinal...
convergence.plot
Convergence Plot of mi Object
mi
Multiple Iterative Regression Imputation
mi.binary
Elementary function: Bayesian logistic regression to impute a...
mi.categorical
Elementary function: multinomial log-linear models to impute...
mi.completed
Multiply Imputed Dataframes
mi.continuous
Elementary function: linear regression to impute a continuous...
mi.count
Elementary function: Bayesian overdispersed poisson...
mi.fixed
Elementary function: imputation of constant variable.
mi.hist
Multiple Imputation Histogram
mi.info
Function to create information matrix for missing data...
mi.info.update
function to update mi.info object to use for multiple...
mi.method
Virtual class for all mi classes.
mi.pmm
Elementary function: Predictive Mean Matching for imputation.
mi.polr
Elementary function: multinomial log-linear models to impute...
mi.pooled
Modeling Functions for Multiply Imputed Dataset
mi.preprocess
Preproessing and Postprocessing mi data object
mi.scatterplot
Multiple Imputation Scatterplot
missing.pattern.plot
Missing Pattern Plot
noise.control
Auxiliary for Adding Priors to Missing Data Imputation
plot.mi
Diagnostic Plots for multiple imputation object
random.imp
Random Imputation of Missing Data
typecast
Variables type
type.models
Functions to identify types of the models of the mi object
write.mi
Writes mi impuations to file

Files in this package

mi/CHANGELOG
mi/DESCRIPTION
mi/NAMESPACE
mi/R
mi/R/AllClass.R
mi/R/AllGeneric.R
mi/R/AllInternal.R
mi/R/bayesglm.mi.R
mi/R/bayespolr.mi.R
mi/R/coef.R
mi/R/convergence.plot.R
mi/R/display.R
mi/R/fitted.R
mi/R/glm.mi.R
mi/R/imputation.models.R
mi/R/imputed.R
mi/R/lm.mi.R
mi/R/lmer.mi.R
mi/R/load.first.R
mi/R/mi.R
mi/R/mi.binary.R
mi/R/mi.categorical.R
mi/R/mi.completed.R
mi/R/mi.continuous.R
mi/R/mi.count.R
mi/R/mi.fixed.R
mi/R/mi.hist.R
mi/R/mi.info.R
mi/R/mi.mean.R
mi/R/mi.median.R
mi/R/mi.misc.R
mi/R/mi.pmm.R
mi/R/mi.polr.R
mi/R/mi.pooled.R
mi/R/mi.preprocess.R
mi/R/mi.scatterplot.R
mi/R/missing.pattern.plot.R
mi/R/plot.R
mi/R/polr.mi.R
mi/R/print.R
mi/R/random.imp.R
mi/R/resid.R
mi/R/residual.plot.R
mi/R/se.coef.R
mi/R/show.R
mi/R/sigma.hat.R
mi/R/typecast.R
mi/R/write.mi.R
mi/TODO
mi/data
mi/data/CHAIN.rda
mi/inst
mi/inst/CITATION
mi/man
mi/man/CHAIN.Rd
mi/man/convergence.plot.Rd
mi/man/mi.Rd
mi/man/mi.binary.Rd
mi/man/mi.categorical.Rd
mi/man/mi.completed.Rd
mi/man/mi.continuous.Rd
mi/man/mi.count.Rd
mi/man/mi.fixed.Rd
mi/man/mi.hist.Rd
mi/man/mi.info.Rd
mi/man/mi.info.update.Rd
mi/man/mi.method.Rd
mi/man/mi.pmm.Rd
mi/man/mi.polr.Rd
mi/man/mi.pooled.Rd
mi/man/mi.preprocess.Rd
mi/man/mi.scatterplot.Rd
mi/man/missing.pattern.plot.Rd
mi/man/noise.control.Rd
mi/man/plot.mi.Rd
mi/man/random.imp.Rd
mi/man/type.models.Rd
mi/man/typecast.Rd
mi/man/write.mi.Rd