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
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

Downloads:

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: 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-release (x86_64): vivo_0.2.1.tgz, r-oldrel: 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.