Fast Approximate Shapley Values

Computes fast (relative to other implementations) approximate Shapley values for any supervised learning model. Shapley values help to explain the predictions from any black box model using ideas from game theory; see Strumbel and Kononenko (2014) for details.


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install.packages("fastshap")

0.0.5 by Brandon Greenwell, 6 months ago


https://github.com/bgreenwell/fastshap


Report a bug at https://github.com/bgreenwell/fastshap/issues


Browse source code at https://github.com/cran/fastshap


Authors: Brandon Greenwell [aut, cre]


Documentation:   PDF Manual  


GPL (>= 2) license


Imports abind, ggplot2, gridExtra, matrixStats, plyr, Rcpp, tibble

Suggests AmesHousing, covr, earth, htmltools, knitr, ranger, reticulate, rmarkdown, rstudioapi, tinytest, titanic, xgboost

Linking to Rcpp, RcppArmadillo


Suggested by vip.


See at CRAN