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This R package provides
tools for multiple imputation of missing data in multilevel modeling. It
includes a user-friendly interface to the packages pan and
jomo, and several functions for visualization, data
management, and the analysis of multiply imputed data sets.
The purpose of mitml is to provide users with a set of
effective and user-friendly tools for multiple imputation of multilevel
data without requiring advanced knowledge of its statistical
underpinnings. Examples and additional information can be found in the
official documentation
of the package and in the Wiki pages on
GitHub.
If you use mitml and have suggestions for improvement,
please email me (see here) or file an issue at the
GitHub repository.
The official version of mitml is hosted on CRAN and may
be found here.
The CRAN version can be installed from within R using:
install.packages("mitml")
The version hosted here is the development version of
mitml, allowing better tracking of issues and
possibly containing features and changes in advance. The GitHub version
can be installed using devtools as:
install.packages("devtools")
devtools::install_github("simongrund1/mitml")
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.