Simultaneous Clustering and (or) Dimensionality Reduction
Overview
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.
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-06-09
- ERROR12 OK, 1 ERROR2026-06-08
- OK12 OK2026-04-25
Show 3 earlier changesHide 3 earlier changes
- NOTE12 OK, 2 NOTE2026-04-22
- ERROR11 OK, 2 NOTE, 1 ERROR2026-04-18
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 15
- Examples that run
- 100%15 run in a plain check
- Exported functions with examples
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 93%
Downloads
Dependencies
Installing drclust adds 122 packages (58 with compiled code, 113 MB of source tarballs). Heaviest: stringi 11 MB, ggplot2 6.0 MB, bslib 5.6 MB.
Code & Tests
People & History
Pick two releases to compare their code metrics.
- RR 4.6.0 released · 2026-04-24
- 0.1.1Latest
- RR 4.5.0 released · 2025-04-11
- RR 4.4.0 released · 2024-04-24
- 0.12024-04-22
- RR 4.3.0 released · 2023-04-21
Package metadata
- First published
- 2024-04-22
- Total releases
- 2 / 2 yrs
- License
- GPL (>= 3) OSI
- Download size
- 32 KB
Cite
Cite this package
Run in R for the authors' preferred citation:
citation("drclust")This package has no citation file, so citation() returns this entry built from DESCRIPTION.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-21, which the citation names so these numbers can be found later. More on citing and the projects behind them.