Package: kernelshap 0.7.1
Michael Mayer
kernelshap: Kernel SHAP
Efficient implementation of Kernel SHAP, see Lundberg and Lee (2017), and Covert and Lee (2021) <http://proceedings.mlr.press/v130/covert21a>. Furthermore, for up to 14 features, exact permutation SHAP values can be calculated. The package plays well together with meta-learning packages like 'tidymodels', 'caret' or 'mlr3'. Visualizations can be done using the R package 'shapviz'.
Authors:
kernelshap_0.7.1.tar.gz
kernelshap_0.7.1.zip(r-4.5)kernelshap_0.7.1.zip(r-4.4)kernelshap_0.7.1.zip(r-4.3)
kernelshap_0.7.1.tgz(r-4.4-any)kernelshap_0.7.1.tgz(r-4.3-any)
kernelshap_0.7.1.tar.gz(r-4.5-noble)kernelshap_0.7.1.tar.gz(r-4.4-noble)
kernelshap_0.7.1.tgz(r-4.4-emscripten)kernelshap_0.7.1.tgz(r-4.3-emscripten)
kernelshap.pdf |kernelshap.html✨
kernelshap/json (API)
NEWS
| # Install 'kernelshap' in R: |
| install.packages('kernelshap', repos = c('https://modeloriented.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/modeloriented/kernelshap/issues
explainable-aiinterpretabilityinterpretable-machine-learningmachine-learningshapxai
Last updated 3 months agofrom:7e9580d73b. Checks:OK: 7. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Nov 07 2024 |
| R-4.5-win | OK | Nov 07 2024 |
| R-4.5-linux | OK | Nov 07 2024 |
| R-4.4-win | OK | Nov 07 2024 |
| R-4.4-mac | OK | Nov 07 2024 |
| R-4.3-win | OK | Nov 07 2024 |
| R-4.3-mac | OK | Nov 07 2024 |
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Additive SHAP | additive_shap |
| Check for kernelshap | is.kernelshap |
| Kernel SHAP | kernelshap kernelshap.default kernelshap.ranger |
| Permutation SHAP | permshap permshap.default permshap.ranger |
| Prints "kernelshap" Object | print.kernelshap |
| Summarizes "kernelshap" Object | summary.kernelshap |
