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/
Author: Anna Kozak [aut, cre], Przemyslaw Biecek [aut, ths]
Maintainer: Anna Kozak <anna1993kozak at>
License: GPL-2
NeedsCompilation: no
Materials: README NEWS
CRAN checks: vivo results


Reference manual: vivo.pdf
Vignettes: Example of global variable importance
Example of local variable importance


Package source: vivo_0.2.1.tar.gz
Windows binaries: r-devel:, r-release:, r-oldrel:
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


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