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DESCRIPTION
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DESCRIPTION
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Package: kernelshap
Title: Kernel SHAP
Version: 0.7.1
Authors@R: c(
person("Michael", "Mayer", , "[email protected]", role = c("aut", "cre"),
comment = c(ORCID = "0009-0007-2540-9629")),
person("David", "Watson", , "[email protected]", role = "aut",
comment = c(ORCID = "0000-0001-9632-2159")),
person("Przemyslaw", "Biecek", , "[email protected]", role = "ctb",
comment = c(ORCID = "0000-0001-8423-1823"))
)
Description: 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'.
License: GPL (>= 2)
Depends:
R (>= 3.2.0)
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
Imports:
foreach,
MASS,
stats,
utils
Suggests:
doFuture,
testthat (>= 3.0.0)
Config/testthat/edition: 3
URL: https://github.com/ModelOriented/kernelshap
BugReports: https://github.com/ModelOriented/kernelshap/issues