Learn R Programming

⚠️There's a newer version (3.17.0) of this package.Take me there.

mice (version 2.9)

Multivariate Imputation by Chained Equations

Description

Multiple Imputation using Fully Conditional Specification

Copy Link

Version

Install

install.packages('mice')

Monthly Downloads

65,189

Version

2.9

License

GPL-2 | GPL-3

Maintainer

Stef van Buuren

Last Published

September 1st, 2011

Functions in mice (2.9)

mice.impute.lda

Imputation by Linear Discriminant Analysis
complete

Creates a Complete Flat File from a Multiply Imputed Data Set
mice.internal

Internal mice functions
mice.impute.mean

Imputation by the Mean
nhanes2

NHANES example - mixed numerical and discrete variables
mids

Multiply Imputed Data Set
mice.impute.norm.predict

Imputation by Linear Regression, Prediction Method
md.pattern

Missing Data Pattern
mice.impute.polyreg

Imputation by Polytomous Regression
mice.impute.logreg

Multiple Imputation by Logistic Regression
with.mids

Evaluate an expression in multiple imputed datasets
pool.r.squared

Pooling: R squared
mice.impute.passive

Passive Imputation
mdc

Graphical parameter for missing data plots.
version

Echoes the package version number
mice.impute.pmm

Imputation by Predictive Mean Matching
mice.mids

Multivariate Imputation by Chained Equations (Iteration Step)
cci

Extracts (in)complete case indicator
mice.impute.norm.boot

Imputation by Linear Regression, Bootstrap Method
md.pairs

Missing data pattern by variable pairs
quickpred

Quick selection of predictors from the data
pool

Multiple Imputation Pooling
lm.mids

Linear Regression on Multiply Imputed Data
mice.impute.norm

Imputation by Bayesian Linear Regression
glm.mids

Generalized Linear Model for Multiply Imputed Data
mids2spss

Export Multiply Imputed Data to SPSS
mipo

Multiply Imputed Pooled Analysis
stripplot

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

Number of (in)complete cases
cc

Extracts complete and incomplete cases
mice

Multivariate Imputation by Chained Equations (MICE)
nhanes

NHANES example - all variables numerical
mira

Multiply Imputed Repeated Analyses
mice.impute.sample

Imputation by Simple Random Sampling