gipsDA: Training DA Models Utilizing 'gips'

Extends classical linear and quadratic discriminant analysis by incorporating permutation group symmetries into covariance matrix estimation. The package leverages methodology from the 'gips' framework to identify and impose permutation structures that act as a form of regularization, improving stability and interpretability in settings with symmetric or exchangeable features. Several discriminant analysis variants are provided, including pooled and class-specific covariance models, as well as multi-class extensions with shared or independent symmetry structures. For more details about 'gips' methodology see and Graczyk et al. (2022) <doi:10.1214/22-AOS2174> and Chojecki, Morgen, Kołodziejek (2025, <doi:10.18637/jss.v112.i07>).

Version:	0.1.2
Depends:	R (≥ 2.10)
Imports:	dplyr, ggplot2, gips, jsonlite, lattice, patchwork, permutations, rlang, tibble, tidyr, MASS, numbers, stringi
Suggests:	mockery, testthat, roxygen2
Published:	2026-02-03
DOI:	10.32614/CRAN.package.gipsDA (may not be active yet)
Author:	Antoni Zbigniew Kingston [aut], Norbert Maksymilian Frydrysiak [aut, cre], Adam Przemysław Chojecki [ctb]
Maintainer:	Norbert Maksymilian Frydrysiak <norbert.frydrysiak at proton.me>
BugReports:	https://github.com/AntoniKingston/gipsDA/issues
License:	GPL-3
URL:	https://AntoniKingston.github.io/gipsDA/, https://github.com/AntoniKingston/gipsDA
NeedsCompilation:	no
CRAN checks:	gipsDA results

Documentation:

Reference manual:

gipsDA.html , gipsDA.pdf

Downloads:

Package source:	gipsDA_0.1.2.tar.gz
Windows binaries:	r-devel: not available, r-release: not available, r-oldrel: not available
macOS binaries:	r-release (arm64): not available, r-oldrel (arm64): not available, r-release (x86_64): gipsDA_0.1.2.tgz, r-oldrel (x86_64): not available

Linking:

Please use the canonical form https://CRAN.R-project.org/package=gipsDA to link to this page.