The mice
package can be installed from CRAN as follows:
install.packages("mice")
The latest version can be installed from GitHub as follows:
install.packages("devtools") devtools::install_github("amices/mice")
mice
packageThe mice
package contains functions to
The main functions in the mice
package are:
Function name | Description -------------------|--------------------------------- mice() | Impute the missing data $m$ times with() | Analyze completed data sets pool() | Combine parameter estimates complete() | Export imputed data ampute() | Generate missing data
mice
ampute
parlMICE
: Parallel MICE imputation wrapperfuturemice
: Wrapper for parallel MICE imputation through futuresPackages that extend the functionality of mice
include:
ImputeRobust
: Multiple Imputation with GAMLSS
countimp
: Incomplete count datamiceadds
: Functions for multilevel imputationmicemd
: Functions for multilevel imputationsmcfcs
: Addressing incompatibility in selected modelsfancyimpyute
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