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Visualizations for SHAP (SHapley Additive exPlanations), such as waterfall plots, force plots, various types of importance plots, dependence plots, and interaction plots. These plots act on a 'shapviz' object created from a matrix of SHAP values and a corresponding feature dataset. Wrappers for the R packages 'xgboost', 'lightgbm', 'fastshap', 'shapr', 'h2o', 'treeshap', 'DALEX', and 'kernelshap' are added for convenience. By separating visualization and computation, it is possible to display factor variables in graphs, even if the SHAP values are calculated by a model that requires numerical features. The plots are inspired by those provided by the 'shap' package in Python, but there is no dependency on it.
| Version: | 0.9.6 |
| Depends: | R (≥ 3.6.0) |
| Imports: | ggfittext (≥ 0.8.0), gggenes, ggplot2 (≥ 3.4.0), ggrepel, grid, patchwork, rlang (≥ 0.3.0), stats, utils, xgboost |
| Suggests: | knitr, rmarkdown, testthat (≥ 3.0.0) |
| Enhances: | fastshap, h2o, lightgbm |
| Published: | 2024-10-11 |
| DOI: | 10.32614/CRAN.package.shapviz |
| Author: | Michael Mayer [aut, cre], Adrian Stando [ctb] |
| Maintainer: | Michael Mayer <mayermichael79 at gmail.com> |
| BugReports: | https://github.com/ModelOriented/shapviz/issues |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://github.com/ModelOriented/shapviz, https://modeloriented.github.io/shapviz/ |
| NeedsCompilation: | no |
| Materials: | README NEWS |
| In views: | MachineLearning |
| CRAN checks: | shapviz results |
| Reference manual: | shapviz.pdf |
| Vignettes: |
Using 'shapviz' (source, R code) Geographic Components (source, R code) Multiple 'shapviz' objects (source, R code) Tidymodels and SHAP (source) |
| Package source: | shapviz_0.9.6.tar.gz |
| Windows binaries: | r-devel: shapviz_0.9.6.zip, r-release: shapviz_0.9.6.zip, r-oldrel: shapviz_0.9.6.zip |
| macOS binaries: | r-release (arm64): shapviz_0.9.6.tgz, r-oldrel (arm64): shapviz_0.9.6.tgz, r-release (x86_64): shapviz_0.9.6.tgz, r-oldrel (x86_64): shapviz_0.9.6.tgz |
| Old sources: | shapviz archive |
| Reverse suggests: | fastshap, flowml |
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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.