shapviz-package: shapviz: SHAP Visualizations

In shapviz: SHAP Visualizations

shapviz: SHAP Visualizations

Description

Visualizations for SHAP (SHapley Additive exPlanations), such as waterfall plots, force plots, various types of importance plots, dependence plots, and interaction plots. These plots act on a 'shapviz' object created from a matrix of SHAP values and a corresponding feature dataset. Wrappers for the R packages 'xgboost', 'lightgbm', 'fastshap', 'shapr', 'h2o', 'treeshap', 'DALEX', and 'kernelshap' are added for convenience. By separating visualization and computation, it is possible to display factor variables in graphs, even if the SHAP values are calculated by a model that requires numerical features. The plots are inspired by those provided by the 'shap' package in Python, but there is no dependency on it.

Author(s)

Maintainer: Michael Mayer [e-mail]

Other contributors:

• Adrian Stando [e-mail] [contributor]

See Also

Useful links:

• https://github.com/ModelOriented/shapviz

• https://modeloriented.github.io/shapviz/

• Report bugs at https://github.com/ModelOriented/shapviz/issues

shapviz documentation built on Sept. 14, 2024, 5:07 p.m.