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:Michael Mayer [aut, cre], David Watson [aut], Przemyslaw Biecek [ctb]

kernelshap_0.7.1.tar.gz
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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'))

Peer review:

Bug tracker:https://github.com/modeloriented/kernelshap/issues

On CRAN:

explainable-aiinterpretabilityinterpretable-machine-learningmachine-learningshapxai

4 exports 35 stars 4.16 score 4 dependencies 16 dependents 79 scripts 1.8k downloads

Last updated 10 days agofrom:7e9580d73b. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 08 2024
R-4.5-winOKSep 08 2024
R-4.5-linuxOKSep 08 2024
R-4.4-winOKSep 08 2024
R-4.4-macOKSep 08 2024
R-4.3-winOKSep 08 2024
R-4.3-macOKSep 08 2024

Exports:additive_shapis.kernelshapkernelshappermshap

Dependencies:codetoolsforeachiteratorsMASS

Readme and manuals

Help Manual

Help pageTopics
Additive SHAPadditive_shap
Check for kernelshapis.kernelshap
Kernel SHAPkernelshap kernelshap.default kernelshap.ranger
Permutation SHAPpermshap permshap.default permshap.ranger
Prints "kernelshap" Objectprint.kernelshap
Summarizes "kernelshap" Objectsummary.kernelshap