Changelog
Source:NEWS.md
AIDA 0.2.0
CRAN release: 2026-06-30
- Introduced functionality for explainable outlier detection using Shapley values.
- Added functions to compute feature contributions and interaction effects:
int_Shapley(),int_Shapley_decomp(), andint_Shapley_interaction(). - Added visualization functions for Shapley values and Shapley interaction indices:
plot_bar_int_Shapley_decomp(),plot_bar_int_Shapley(),plot_beeswarm_int_Shapley(),plot_int_Shapley_inter(), andplot_radar_int_Shapley(). - Functions
SYMB.biplot()andSYMB.pairs.panels()renamed toplot_scatter_int()andplot_pairs_int(), respectively. - Removed functions
angle_error(),frobenius_error(), andKL_divergence(). - Improvements to documentation and usability.
- Added a unit test suite.
- Reduced package dependencies.
AIDA 0.2.1
- Fixed handling of degenerate constant latent samples when computing KDE-based latent moments, improving compatibility with
kde1d 1.2.0and later. - Added an option to retain or remove degenerate intervals in
micro2intData(). - Added support for univariate datasets in
IMCD(). - Added an option to customize the y-axis limits in
plot_beeswarm_int_Shapley(). - Simplified the column names of the
entrecampos_air_qualitydataset. - Improved documentation.