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.

Total

454,031

Last month

21,417

Last week

4,629

Average per day

714

Daily downloads

Total downloads

Description file content

Package
VIM
Version
4.8.0
Date
2019-02-07
Title
Visualization and Imputation of Missing Values
Depends
R (>= 3.1.0),colorspace,grid,data.table(>= 1.9.4)
Imports
car, grDevices, robustbase, stats, sp, vcd,MASS,nnet,e1071,methods,Rcpp,utils,graphics,laeken, ranger
Suggests
dplyr, testthat
Description
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.
LazyData
TRUE
ByteCompile
TRUE
License
GPL (>= 2)
URL
Repository
CRAN
LinkingTo
Rcpp
RoxygenNote
6.1.1
NeedsCompilation
yes
Packaged
2019-02-07 12:39:46 UTC; kowarik
Author
Matthias Templ [aut, cre], Alexander Kowarik [aut] (), Andreas Alfons [aut], Bernd Prantner [aut]
Maintainer
Matthias Templ
Date/Publication
2019-02-11 12:33:20 UTC

install.packages('VIM')

4.8.0

6 months ago

https://github.com/statistikat/VIM

Matthias Templ

GPL (>= 2)

Depends on

R (>= 3.1.0),colorspace,grid,data.table(>= 1.9.4)

Imports

car, grDevices, robustbase, stats, sp, vcd,MASS,nnet,e1071,methods,Rcpp,utils,graphics,laeken, ranger

Suggests

dplyr, testthat

Discussions