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vivo: Variable Importance via Oscillations

Provides an easy to calculate local variable importance measure based on Ceteris Paribus profile and global variable importance measure based on Partial Dependence Profiles.

Version:0.2.1
Depends:R (≥ 3.0)
Imports:ggplot2,DALEX
Suggests:knitr,rmarkdown,mlbench,randomForest,gridExtra, grid,lattice,testthat,ingredients
Published:2020-09-07
DOI:10.32614/CRAN.package.vivo
Author:Anna Kozak [aut, cre], Przemyslaw Biecek [aut, ths]
Maintainer:Anna Kozak <anna1993kozak at gmail.com>
BugReports:https://github.com/ModelOriented/vivo/issues
License:GPL-2
URL:https://github.com/ModelOriented/vivo
NeedsCompilation:no
Materials:README,NEWS
CRAN checks:vivo results

Documentation:

Reference manual:vivo.html ,vivo.pdf
Vignettes:Example of global variable importance (source,R code)
Example of local variable importance (source,R code)

Downloads:

Package source: vivo_0.2.1.tar.gz
Windows binaries: r-devel:vivo_0.2.1.zip, r-release:vivo_0.2.1.zip, r-oldrel:vivo_0.2.1.zip
macOS binaries: r-release (arm64):vivo_0.2.1.tgz, r-oldrel (arm64):vivo_0.2.1.tgz, r-release (x86_64):vivo_0.2.1.tgz, r-oldrel (x86_64):vivo_0.2.1.tgz
Old sources: vivo archive

Linking:

Please use the canonical formhttps://CRAN.R-project.org/package=vivoto link to this page.


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