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SparseBiplots: 'HJ-Biplot' using Different Ways of Penalization Plotting with 'ggplot2'

The 'HJ-Biplot' is a multivariate method that represents high-dimensional data in a low-dimensional subspace, capturing most of the information’s variability in just a few dimensions. This package implements three new regularized versions of the HJ-Biplot: Ridge, LASSO, and Elastic Net. These versions introduce restrictions that shrink or zero-out variable weights to improve interpretability based on regularization theory. All methods provide graphical representations using 'ggplot2'.

Version: 4.0.2
Depends: R (≥ 3.3.0), ggplot2
Imports: ggrepel, stats, sparsepca
Suggests: testthat
Published: 2025-05-26
DOI: 10.32614/CRAN.package.SparseBiplots
Author: Mitzi Isabel Cubilla-Montilla [aut, cre], Carlos Alfredo Torres-Cubilla [aut], Maria Purificación Galindo Villardón [aut], Ana Belen Nieto-Librero [aut]
Maintainer: Mitzi Isabel Cubilla-Montilla <mitzi at usal.es>
BugReports: https://github.com/mitzicubillamontilla/SparseBiplots/issues
License: GPL (≥ 3)
URL: https://github.com/mitzicubillamontilla/SparseBiplots
NeedsCompilation: no
Citation: SparseBiplots citation info
Materials: README
CRAN checks: SparseBiplots results

Documentation:

Reference manual: SparseBiplots.pdf

Downloads:

Package source: SparseBiplots_4.0.2.tar.gz
Windows binaries: r-devel: SparseBiplots_4.0.2.zip, r-release: SparseBiplots_4.0.2.zip, r-oldrel: SparseBiplots_4.0.2.zip
macOS binaries: r-release (arm64): SparseBiplots_4.0.2.tgz, r-oldrel (arm64): SparseBiplots_4.0.2.tgz, r-release (x86_64): SparseBiplots_4.0.2.tgz, r-oldrel (x86_64): SparseBiplots_4.0.2.tgz
Old sources: SparseBiplots archive

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.