Learn R Programming

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

mice (version 1.21)

Multivariate Imputation by Chained Equations

Description

Multiple imputation of multivariate incomplete data by Fully Conditional Specification

Copy Link

Version

Install

install.packages('mice')

Monthly Downloads

65,351

Version

1.21

License

GPL-2

Maintainer

Stef van Buuren

Last Published

March 17th, 2009

Functions in mice (1.21)

mice.impute.norm

Elementary Imputation Method: Linear Regression Analysis
md.pattern

Missing Data Pattern
mice.impute.polyreg

Elementary Imputation Method: Polytomous Regression
mipo

Multiply Imputed Pooled Analysis
mice.impute.norm.improper

Elementary Imputation Method: Linear Regression Analysis (improper)
mice.impute.sample

Elementary Imputation Method: Simple Random Sample
mice

Multivariate Imputation by Chained Equations (MICE)
mice.impute.mean

Elementary Imputation Method: Simple Mean Imputation
mice.internal

Internal mice functions
mice.impute.pmm

Elementary Imputation Method: Linear Regression Analysis
mice.mids

Multivariate Imputation by Chained Equations (Iteration Step)
lm.mids

Linear Regression on Multiply Imputed Data
nhanes2

NHANES example - mixed numerical and discrete variables
pool

Multiple Imputation Pooling
mice.impute.logreg2

Elementary Imputation Method: Logistic Regression
nhanes

NHANES example - all variables numerical
complete

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

Elementary Imputation Method: Linear Discriminant Analysis
glm.mids

Generalized Linear Model for Multiply Imputed Data
mice.impute.logreg

Elementary Imputation Method: Logistic Regression
mice.impute.passive

Elementary Imputation Method: Passive Imputation
mira

Multiply Imputed Repeated Analyses
mids

Multiply Imputed Data Set