mitml: Tools for multiple imputation in multilevel modeling

May 1, 2018

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.

CRAN version

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")

GitHub version

The development version of mitml is hosted on GitHub, 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")

Documentation (PDF)

The official documentation of the package can be found on CRAN.

Vignettes (HTML)

Further examples and documentation are provided in HTML vignettes on CRAN and on the follwing pages.

If you use mitml and have suggestions for improvement, please email me (see here) or file an issue.

Reference

mitml: Tools for multiple imputation in multilevel modeling [CRAN] [Github]