NEWS.md

In AIDA: Analysis of Interval DAta

AIDA 0.1.0

• Initial GitHub commit.

AIDA 0.1.1

• Fix vignette rendering issue.

AIDA 0.1.2

• Add pre-built vignettes.

AIDA 0.1.3

• First CRAN submission.
• Minor fixes for CRAN compliance.

AIDA 0.1.4

• Compress included datasets to reduce package size.

AIDA 0.1.5

• Missing \value entries added; graphical parameter handling fixed.

AIDA 0.1.6

• Add rbind method for intData class.

AIDA 0.2.0

• Introduced functionality for explainable outlier detection using Shapley values.
• Added functions to compute feature contributions and interaction effects: int_Shapley(), int_Shapley_decomp(), and int_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(), and plot_radar_int_Shapley().
• Functions SYMB.biplot() and SYMB.pairs.panels() renamed to plot_scatter_int() and plot_pairs_int(), respectively.
• Removed functions angle_error(), frobenius_error(), and KL_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 1.2.0 and 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_quality dataset.
• Improved documentation.

AIDA 0.2.2

• Added functions to compute the sample barycenter and correlation matrix: int_mean() and int_cor().
• Added an option to compute the robust correlation matrix in IMCD().
• Added an option to supply the sample barycenter (as an intData object) to Mallows_dist(), IMah_dist(), int_Shapley(), int_Shapley_decomp(), and int_Shapley_interaction().
• Improved documentation and usability.

AIDA documentation built on Nov. 4, 2026, 9:06 a.m.