shapper

Wrapper of Python Library 'shap'

Provides SHAP explanations of machine learning models. In applied machine learning, there is a strong belief that we need to strike a balance between interpretability and accuracy. However, in field of the Interpretable Machine Learning, there are more and more new ideas for explaining black-box models. One of the best known method for local explanations is SHapley Additive exPlanations (SHAP) introduced by Lundberg, S., et al., (2016) <arXiv:1705.07874> The SHAP method is used to calculate influences of variables on the particular observation. This method is based on Shapley values, a technique used in game theory. The R package 'shapper' is a port of the Python library 'shap'.

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Description file content

Package
shapper
Title
Wrapper of Python Library 'shap'
Version
0.1.1
Description
Provides SHAP explanations of machine learning models. In applied machine learning, there is a strong belief that we need to strike a balance between interpretability and accuracy. However, in field of the Interpretable Machine Learning, there are more and more new ideas for explaining black-box models. One of the best known method for local explanations is SHapley Additive exPlanations (SHAP) introduced by Lundberg, S., et al., (2016) The SHAP method is used to calculate influences of variables on the particular observation. This method is based on Shapley values, a technique used in game theory. The R package 'shapper' is a port of the Python library 'shap'.
License
GPL
Encoding
UTF-8
LazyData
true
URL
BugReports
https://github.com/ModelOriented/shapper/issues
RoxygenNote
6.1.1
Imports
reticulate, ggplot2
Suggests
covr, DALEX, knitr, randomForest, rpart, testthat, titanic, qpdf
VignetteBuilder
knitr
NeedsCompilation
no
Packaged
2019-07-10 11:19:22 UTC; szyna
Author
Szymon Maksymiuk [aut, cre], Alicja Gosiewska [aut], Przemyslaw Biecek [aut], Mateusz Staniak [ctb], Michal Burdukiewicz [ctb]
Maintainer
Szymon Maksymiuk
Repository
CRAN
Date/Publication
2019-07-10 11:50:03 UTC

install.packages('shapper')

0.1.1

8 days ago

https://github.com/ModelOriented/shapper

Szymon Maksymiuk

GPL

Imports

reticulate, ggplot2

Suggests

covr, DALEX, knitr, randomForest, rpart, testthat, titanic, qpdf

Discussions