CRAN/E | fastshap

fastshap

Fast Approximate Shapley Values

Installation

About

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) doi:10.1007/s10115-013-0679-x for details.

github.com/bgreenwell/fastshap
bgreenwell.github.io/fastshap/
Bug report File report

Key Metrics

Version 0.1.1
R ≥ 3.6.0
Published 2024-02-22 66 days ago
Needs compilation? yes
License GPL-2
License GPL-3
CRAN checks fastshap results

Downloads

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Maintainer

Maintainer

Brandon Greenwell

greenwell.brandon@gmail.com

Authors

Brandon Greenwell

aut / cre

Material

NEWS
Reference manual
Package source

In Views

MachineLearning

Vignettes

fastshap

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

fastshap archive

Depends

R ≥ 3.6.0

Imports

foreach
Rcpp ≥ 1.0.1
utils

Suggests

AmesHousing
covr
earth
knitr
ranger
rmarkdown
shapviz ≥ 0.8.0
tibble
tinytest ≥ 1.4.1

Enhances

lightgbm
xgboost

LinkingTo

Rcpp
RcppArmadillo

Reverse Imports

flowml
itsdm

Reverse Suggests

ENMTools
innsight
nestedcv
vip

Reverse Enhances

shapviz