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Aid in visual data investigations using SHAP (SHapley Additive exPlanation) visualization plots for 'XGBoost' and 'LightGBM'. It provides summary plot, dependence plot, interaction plot, and force plot and relies on the SHAP implementation provided by 'XGBoost' and 'LightGBM'. Please refer to 'slundberg/shap' for the original implementation of SHAP in 'Python'.
Version: | 0.1.3 |
Depends: | R (≥ 3.5.0) |
Imports: | stats, ggplot2 (≥ 3.0.0), xgboost (≥ 0.81.0.0), data.table (≥ 1.12.0), ggforce (≥ 0.2.1.9000), ggExtra (≥ 0.8), RColorBrewer (≥ 1.1.2), ggpubr, BBmisc |
Suggests: | knitr, rmarkdown, gridExtra (≥ 2.3), here, parallel, lightgbm (≥ 2.1) |
Published: | 2023-05-29 |
DOI: | 10.32614/CRAN.package.SHAPforxgboost |
Author: | Yang Liu [aut, cre], Allan Just [aut, ctb], Michael Mayer [ctb] |
Maintainer: | Yang Liu <lyhello at gmail.com> |
BugReports: | https://github.com/liuyanguu/SHAPforxgboost/issues |
License: | MIT + file LICENSE |
URL: | https://github.com/liuyanguu/SHAPforxgboost |
NeedsCompilation: | no |
Materials: | README NEWS |
CRAN checks: | SHAPforxgboost results |
Reference manual: | SHAPforxgboost.pdf |
Vignettes: |
Basic Workflow |
Package source: | SHAPforxgboost_0.1.3.tar.gz |
Windows binaries: | r-devel: SHAPforxgboost_0.1.3.zip, r-release: SHAPforxgboost_0.1.3.zip, r-oldrel: SHAPforxgboost_0.1.3.zip |
macOS binaries: | r-release (arm64): SHAPforxgboost_0.1.3.tgz, r-oldrel (arm64): SHAPforxgboost_0.1.3.tgz, r-release (x86_64): SHAPforxgboost_0.1.3.tgz, r-oldrel (x86_64): SHAPforxgboost_0.1.3.tgz |
Old sources: | SHAPforxgboost archive |
Reverse imports: | ReSurv |
Please use the canonical form https://CRAN.R-project.org/package=SHAPforxgboost 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.