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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'.
Getting started
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Package details |
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| Author | Konrad Komisarczyk [aut], Pawel Kozminski [aut], Szymon Maksymiuk [aut] (<https://orcid.org/0000-0002-3120-1601>), Lorenz A. Kapsner [ctb] (<https://orcid.org/0000-0003-1866-860X>), Mikolaj Spytek [ctb] (<https://orcid.org/0000-0001-7111-2286>), Mateusz Krzyzinski [ctb, cre] (<https://orcid.org/0000-0001-6143-488X>), Przemyslaw Biecek [aut, cph] (<https://orcid.org/0000-0001-8423-1823>) |
| Maintainer | Mateusz Krzyzinski <krzyzinskimateusz23@gmail.com> |
| License | GPL-3 |
| Version | 0.3.1 |
| URL | https://modeloriented.github.io/treeshap/ https://github.com/ModelOriented/treeshap |
| Package repository | View on CRAN |
| Installation |
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