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:

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