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mice (version 2.11)

Multivariate Imputation by Chained Equations

Description

Multiple Imputation using Fully Conditional Specification

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Version

Install

install.packages('mice')

Monthly Downloads

96,163

Version

2.11

License

GPL-2 | GPL-3

Maintainer

Stef van Buuren

Last Published

November 22nd, 2011

Functions in mice (2.11)

mice.impute.mean

Imputation by the Mean
mira

Multiply Imputed Repeated Analyses
mids2mplus

Export Multiply Imputed Data to Mplus
mice.internal

Internal mice functions
nhanes2

NHANES example - mixed numerical and discrete variables
stripplot

Box-and-whisker plot, stripplot, density plot and scatterplot for imputed data
mice

Multivariate Imputation by Chained Equations (MICE)
cc

Extracts complete and incomplete cases
mice.impute.logreg

Multiple Imputation by Logistic Regression
cci

Extracts (in)complete case indicator
complete

Creates a Complete Flat File from a Multiply Imputed Data Set
pool.r.squared

Pooling: R squared
nhanes

NHANES example - all variables numerical
mids

Multiply Imputed Data Set
with.mids

Evaluate an expression in multiple imputed datasets
mice.impute.lda

Imputation by Linear Discriminant Analysis
mice.impute.pmm

Imputation by Predictive Mean Matching
mice.impute.passive

Passive Imputation
ccn

Number of (in)complete cases
mipo

Multiply Imputed Pooled Analysis
glm.mids

Generalized Linear Model for Multiply Imputed Data
mice.impute.norm.predict

Imputation by Linear Regression, Prediction Method
md.pattern

Missing Data Pattern
lm.mids

Linear Regression on Multiply Imputed Data
mdc

Graphical parameter for missing data plots.
mids2spss

Export Multiply Imputed Data to SPSS
md.pairs

Missing data pattern by variable pairs
mice.mids

Multivariate Imputation by Chained Equations (Iteration Step)
mice.impute.norm.boot

Imputation by Linear Regression, Bootstrap Method
mice.impute.sample

Imputation by Simple Random Sampling
pool

Multiple Imputation Pooling
version

Echoes the package version number
quickpred

Quick selection of predictors from the data
mice.impute.norm

Imputation by Bayesian Linear Regression
mice.impute.polyreg

Imputation by Polytomous Regression