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 [aut], Lorenz A. Kapsner [ctb], Mikolaj Spytek [ctb], Mateusz Krzyzinski [ctb, cre], Przemyslaw Biecek [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:

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