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treeshap: Compute SHAP Values for Your Tree-Based Models Using the 'TreeSHAP' Algorithm

An efficient implementation of the 'TreeSHAP' algorithm introduced by Lundberg et al., (2020) <doi:10.1038/s42256-019-0138-9>. It is capable of calculating SHAP (SHapley Additive exPlanations) values for tree-based models in polynomial time. Currently supported models include 'gbm', 'randomForest', 'ranger', 'xgboost', 'lightgbm'.

Version: 0.3.1
Depends: R (≥ 2.10)
Imports: data.table, ggplot2, Rcpp
LinkingTo: Rcpp
Suggests: gbm, jsonlite, lightgbm, randomForest, ranger, scales, survival, testthat, xgboost
Published: 2024-01-22
DOI: 10.32614/CRAN.package.treeshap
Author: Konrad Komisarczyk [aut], Pawel Kozminski [aut], Szymon Maksymiuk ORCID iD [aut], Lorenz A. Kapsner ORCID iD [ctb], Mikolaj Spytek ORCID iD [ctb], Mateusz Krzyzinski ORCID iD [ctb, cre], Przemyslaw Biecek ORCID iD [aut, cph]
Maintainer: Mateusz Krzyzinski <krzyzinskimateusz23 at gmail.com>
BugReports: https://github.com/ModelOriented/treeshap/issues
License: GPL-3
URL: https://modeloriented.github.io/treeshap/, https://github.com/ModelOriented/treeshap
NeedsCompilation: yes
CRAN checks: treeshap results

Documentation:

Reference manual: treeshap.pdf

Downloads:

Package source: treeshap_0.3.1.tar.gz
Windows binaries: r-devel: treeshap_0.3.1.zip, r-release: treeshap_0.3.1.zip, r-oldrel: treeshap_0.3.1.zip
macOS binaries: r-release (arm64): treeshap_0.3.1.tgz, r-oldrel (arm64): treeshap_0.3.1.tgz, r-release (x86_64): treeshap_0.3.1.tgz, r-oldrel (x86_64): treeshap_0.3.1.tgz
Old sources: treeshap archive

Reverse dependencies:

Reverse suggests: survex

Linking:

Please use the canonical form https://CRAN.R-project.org/package=treeshap 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.