https://github.com/simongrund1/mitml
Tools for multiple imputation in multilevel modeling
https://github.com/simongrund1/mitml
imputation missing-data mixed-effects multilevel-data multilevel-models r r-package
Last synced: 5 months ago
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Tools for multiple imputation in multilevel modeling
- Host: GitHub
- URL: https://github.com/simongrund1/mitml
- Owner: simongrund1
- Created: 2016-09-13T11:01:02.000Z (about 9 years ago)
- Default Branch: master
- Last Pushed: 2023-12-07T10:36:08.000Z (almost 2 years ago)
- Last Synced: 2025-04-15T21:48:54.913Z (6 months ago)
- Topics: imputation, missing-data, mixed-effects, multilevel-data, multilevel-models, r, r-package
- Language: R
- Size: 785 KB
- Stars: 29
- Watchers: 4
- Forks: 7
- Open Issues: 5
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# mitml
#### Tools for multiple imputation in multilevel modeling
This [R](https://www.r-project.org/) 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](https://cran.r-project.org/package=mitml/mitml.pdf) of the package and in the [Wiki](https://github.com/simongrund1/mitml/wiki) pages on GitHub.
If you use `mitml` and have suggestions for improvement, please email me (see [here](https://cran.r-project.org/package=mitml)) or file an [issue](https://github.com/simongrund1/mitml/issues) at the GitHub repository.
#### CRAN version
The official version of `mitml` is hosted on CRAN and may be found [here](https://cran.r-project.org/package=mitml). The CRAN version can be installed from within R using:
```r
install.packages("mitml")
```
[](https://cran.r-project.org/package=mitml) [](https://cran.r-project.org/package=mitml)
#### GitHub version
The version hosted here is the development version of `mitml`, allowing better tracking of [issues](https://github.com/simongrund1/mitml/issues) and possibly containing features and changes in advance. The GitHub version can be installed using `devtools` as:
```r
install.packages("devtools")
devtools::install_github("simongrund1/mitml")
```
