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drclust: Simultaneous Clustering and (or) Dimensionality Reduction

Methods for simultaneous clustering and dimensionality reduction such as: Double k-means, Reduced k-means, Factorial k-means, Clustering with Disjoint PCA but also methods for exclusively dimensionality reduction: Disjoint PCA, Disjoint FA. The statistical methods implemented refer to the following articles: de Soete G., Carroll J. (1994) "K-means clustering in a low-dimensional Euclidean space" <doi:10.1007/978-3-642-51175-2_24> ; Vichi M. (2001) "Double k-means Clustering for Simultaneous Classification of Objects and Variables" <doi:10.1007/978-3-642-59471-7_6> ; Vichi M., Kiers H.A.L. (2001) "Factorial k-means analysis for two-way data" <doi:10.1016/S0167-9473(00)00064-5> ; Vichi M., Saporta G. (2009) "Clustering and disjoint principal component analysis" <doi:10.1016/j.csda.2008.05.028> ; Vichi M. (2017) "Disjoint factor analysis with cross-loadings" <doi:10.1007/s11634-016-0263-9>.

Version: 0.1
Imports: Rcpp, RcppArmadillo, fpc, cluster, factoextra, pheatmap
LinkingTo: Rcpp, RcppArmadillo
Published: 2024-04-22
DOI: 10.32614/CRAN.package.drclust
Author: Ionel Prunila [aut, cre], Maurizio Vichi [aut]
Maintainer: Ionel Prunila <ionel.prunila at uniroma1.it>
License: GPL (≥ 3)
NeedsCompilation: yes
CRAN checks: drclust results

Documentation:

Reference manual: drclust.pdf

Downloads:

Package source: drclust_0.1.tar.gz
Windows binaries: r-devel: drclust_0.1.zip, r-release: drclust_0.1.zip, r-oldrel: drclust_0.1.zip
macOS binaries: r-release (arm64): drclust_0.1.tgz, r-oldrel (arm64): drclust_0.1.tgz, r-release (x86_64): drclust_0.1.tgz, r-oldrel (x86_64): drclust_0.1.tgz

Linking:

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

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.