fastshap: 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) <doi:10.1007/s10115-013-0679-x> for details.
| Version: | 0.1.1 |
| Depends: | R (≥ 3.6.0) |
| Imports: | foreach, Rcpp (≥ 1.0.1), utils |
| LinkingTo: | Rcpp, RcppArmadillo |
| Suggests: | AmesHousing, covr, earth, knitr, ranger, rmarkdown, shapviz (≥ 0.8.0), tibble, tinytest (≥ 1.4.1) |
| Enhances: | lightgbm, xgboost |
| Published: | 2024-02-22 |
| DOI: | 10.32614/CRAN.package.fastshap |
| Author: | Brandon Greenwell 
[aut, cre] |
| Maintainer: | Brandon Greenwell <greenwell.brandon at gmail.com> |
| BugReports: | https://github.com/bgreenwell/fastshap/issues |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://github.com/bgreenwell/fastshap, https://bgreenwell.github.io/fastshap/ |
| NeedsCompilation: | yes |
| Materials: | NEWS |
| In views: | MachineLearning |
| CRAN checks: | fastshap results |
Documentation:
| Reference manual: | fastshap.pdf |
| Vignettes: |
fastshap |
Downloads:
| Package source: | fastshap_0.1.1.tar.gz |
| Windows binaries: | r-devel: fastshap_0.1.1.zip, r-release: fastshap_0.1.1.zip, r-oldrel: fastshap_0.1.1.zip |
| macOS binaries: | r-devel (arm64): fastshap_0.1.1.tgz, r-release (arm64): fastshap_0.1.1.tgz, r-oldrel (arm64): fastshap_0.1.1.tgz, r-devel (x86_64): fastshap_0.1.1.tgz, r-release (x86_64): fastshap_0.1.1.tgz, r-oldrel (x86_64): fastshap_0.1.1.tgz |
| Old sources: | fastshap archive |
Reverse dependencies:
| Reverse imports: | flowml, itsdm |
| Reverse suggests: | ENMTools, innsight, mlr3summary, nestedcv, ubair, vip |
| Reverse enhances: | shapviz |
Linking:
Please use the canonical form https://CRAN.R-project.org/package=fastshap to link to this page.