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gipsDA  

Training DA Models Utilizing 'gips'
View on CRAN: Click here


Download and install gipsDA package within the R console
Install from CRAN:
install.packages("gipsDA")

Install from Github:
library("remotes")
install_github("cran/gipsDA")

Install by package version:
library("remotes")
install_version("gipsDA", "0.1.2")



Attach the package and use:
library("gipsDA")
Maintained by
Norbert Maksymilian Frydrysiak
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2026-02-03
Latest Update: 2026-02-03
Description:
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>).
How to cite:
Norbert Maksymilian Frydrysiak (2026). gipsDA: Training DA Models Utilizing 'gips'. R package version 0.1.2, https://cran.r-project.org/web/packages/gipsDA. Accessed 10 Mar. 2026.
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Complete documentation for gipsDA
Functions, R codes and Examples using the gipsDA R package
Full gipsDA package functions and examples
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