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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.pdf
Vignettes: Example of global variable importance
Example of local variable importance

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 form https://CRAN.R-project.org/package=vivo to link to this page.

These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.