VIM: Visualization and Imputation of Missing Values

New tools for the visualization of missing and/or imputed values are introduced, which can be used for exploring the data and the structure of the missing and/or imputed values. Depending on this structure of the missing values, the corresponding methods may help to identify the mechanism generating the missing values and allows to explore the data including missing values. In addition, the quality of imputation can be visually explored using various univariate, bivariate, multiple and multivariate plot methods. A graphical user interface available in the separate package VIMGUI allows an easy handling of the implemented plot methods.

Version: 6.2.6
Depends: R (≥ 4.1.0), colorspace, grid
Imports: car, grDevices, robustbase, stats, sp, vcd, nnet, e1071, methods, Rcpp, utils, graphics, laeken, ranger, MASS, xgboost, data.table (≥ 1.9.4)
LinkingTo: Rcpp
Published: 2025年09月18日
Author: Matthias Templ [aut, cre], Alexander Kowarik ORCID iD [aut], Andreas Alfons [aut], Gregor de Cillia [aut], Bernd Prantner [ctb], Wolfgang Rannetbauer [aut]
Maintainer: Matthias Templ <matthias.templ at gmail.com>
License: GPL-2 | GPL-3 [expanded from: GPL (≥ 2)]
NeedsCompilation: yes
Citation: VIM citation info
Materials: NEWS
CRAN checks: VIM results

Documentation:

Reference manual: VIM.html , VIM.pdf

Downloads:

Package source: VIM_6.2.6.tar.gz
Windows binaries: r-devel: VIM_6.2.6.zip, r-release: VIM_6.2.6.zip, r-oldrel: VIM_6.2.6.zip
macOS binaries: r-release (arm64): VIM_6.2.6.tgz, r-oldrel (arm64): VIM_6.2.6.tgz, r-release (x86_64): VIM_6.2.6.tgz, r-oldrel (x86_64): VIM_6.2.6.tgz
Old sources: VIM archive

Reverse dependencies:

Reverse suggests: clusterMI, DataFusionGDM, micemd, pandemonium

Linking:

Please use the canonical form https://CRAN.R-project.org/package=VIM to link to this page.

AltStyle によって変換されたページ (->オリジナル) /