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randomForestExplainer: Explaining and Visualizing Random Forests in Terms of Variable Importance

A set of tools to help explain which variables are most important in a random forests. Various variable importance measures are calculated and visualized in different settings in order to get an idea on how their importance changes depending on our criteria (Hemant Ishwaran and Udaya B. Kogalur and Eiran Z. Gorodeski and Andy J. Minn and Michael S. Lauer (2010) <doi:10.1198/jasa.2009.tm08622>, Leo Breiman (2001) <doi:10.1023/A:1010933404324>).

Version: 0.10.1
Depends: R (≥ 3.0)
Imports: data.table (≥ 1.10.4), dplyr (≥ 0.7.1), DT (≥ 0.2), GGally (≥ 1.3.0), ggplot2 (≥ 2.2.1), ggrepel (≥ 0.6.5), randomForest (≥ 4.6.12), ranger (≥ 0.9.0), reshape2 (≥ 1.4.2), rmarkdown (≥ 1.5)
Suggests: knitr, MASS (≥ 7.3.47), testthat
Published: 2020-07-11
DOI: 10.32614/CRAN.package.randomForestExplainer
Author: Aleksandra Paluszynska [aut], Przemyslaw Biecek [aut, ths], Yue Jiang ORCID iD [aut, cre]
Maintainer: Yue Jiang <rivehill at gmail.com>
License: GPL-2 | GPL-3 [expanded from: GPL]
URL: https://github.com/ModelOriented/randomForestExplainer
NeedsCompilation: no
Materials: README NEWS
CRAN checks: randomForestExplainer results

Documentation:

Reference manual: randomForestExplainer.pdf
Vignettes: Understanding random forests with randomForestExplainer

Downloads:

Package source: randomForestExplainer_0.10.1.tar.gz
Windows binaries: r-devel: randomForestExplainer_0.10.1.zip, r-release: randomForestExplainer_0.10.1.zip, r-oldrel: randomForestExplainer_0.10.1.zip
macOS binaries: r-release (arm64): randomForestExplainer_0.10.1.tgz, r-oldrel (arm64): randomForestExplainer_0.10.1.tgz, r-release (x86_64): randomForestExplainer_0.10.1.tgz, r-oldrel (x86_64): randomForestExplainer_0.10.1.tgz
Old sources: randomForestExplainer archive

Reverse dependencies:

Reverse suggests: sits

Linking:

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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.