Package: fastshap 0.1.1
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.
Authors:
fastshap_0.1.1.tar.gz
fastshap_0.1.1.zip(r-4.5)fastshap_0.1.1.zip(r-4.4)fastshap_0.1.1.zip(r-4.3)
fastshap_0.1.1.tgz(r-4.4-x86_64)fastshap_0.1.1.tgz(r-4.4-arm64)fastshap_0.1.1.tgz(r-4.3-x86_64)fastshap_0.1.1.tgz(r-4.3-arm64)
fastshap_0.1.1.tar.gz(r-4.5-noble)fastshap_0.1.1.tar.gz(r-4.4-noble)
fastshap_0.1.1.tgz(r-4.4-emscripten)fastshap_0.1.1.tgz(r-4.3-emscripten)
fastshap.pdf |fastshap.html✨
fastshap/json (API)
NEWS
| # Install 'fastshap' in R: |
| install.packages('fastshap', repos = c('https://bgreenwell.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/bgreenwell/fastshap/issues
- titanic - Survival of Titanic passengers
- titanic_mice - Survival of Titanic passengers
explainable-aiexplainable-mlinterpretable-machine-learningshapleyshapley-valuesvariable-importancexai
Last updated 9 months agofrom:c2fcaf794c. Checks:OK: 9. Indexed: yes.
| Target | Result | Date |
|---|---|---|
| Doc / Vignettes | OK | Oct 31 2024 |
| R-4.5-win-x86_64 | OK | Oct 31 2024 |
| R-4.5-linux-x86_64 | OK | Oct 31 2024 |
| R-4.4-win-x86_64 | OK | Oct 31 2024 |
| R-4.4-mac-x86_64 | OK | Oct 31 2024 |
| R-4.4-mac-aarch64 | OK | Oct 31 2024 |
| R-4.3-win-x86_64 | OK | Oct 31 2024 |
| R-4.3-mac-x86_64 | OK | Oct 31 2024 |
| R-4.3-mac-aarch64 | OK | Oct 31 2024 |
Exports:explaingen_friedman
Dependencies:codetoolsforeachiteratorsRcppRcppArmadillo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Fast approximate Shapley values | explain explain.default explain.lgb.Booster explain.lm explain.xgb.Booster |
| Friedman benchmark data | gen_friedman |
| Survival of Titanic passengers | titanic |
| Survival of Titanic passengers | titanic_mice |
