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drclust  

Simultaneous Clustering and (or) Dimensionality Reduction
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("drclust", "0.1")



Attach the package and use:
library("drclust")
Maintained by
Ionel Prunila
[Scholar Profile | Author Map]
First Published: 2024-04-22
Latest Update: 2024-04-22
Description:
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>.
How to cite:
Ionel Prunila (2024). drclust: Simultaneous Clustering and (or) Dimensionality Reduction. R package version 0.1, https://cran.r-project.org/web/packages/drclust. Accessed 22 Feb. 2025.
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