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[issues need fixing before 2025-12-17] |
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