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] (<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 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 |