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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 |
Reference manual: | SparseBiplots.pdf |
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 |
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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.