The hardware and bandwidth for this mirror is donated by dogado GmbH, the Webhosting and Full Service-Cloud Provider. Check out our Wordpress Tutorial.
If you wish to report a bug, or if you are interested in having us mirror your free-software or open-source project, please feel free to contact us at mirror[@]dogado.de.
Implements multiple variants of the Information Bottleneck ('IB') method for clustering datasets containing mixed-type variables (nominal, ordinal, and continuous). The package provides deterministic, agglomerative, generalized, and standard 'IB' clustering algorithms that preserve relevant information while forming interpretable clusters. The Deterministic Information Bottleneck is described in Costa et al. (2024) <doi:10.48550/arXiv.2407.03389>. The standard 'IB' method originates from Tishby et al. (2000) <doi:10.48550/arXiv.physics/0004057>, the agglomerative variant from Slonim and Tishby (1999) <https://papers.nips.cc/paper/1651-agglomerative-information-bottleneck>, and the generalized 'IB' for Gaussian variables from Chechik et al. (2005) <https://www.jmlr.org/papers/volume6/chechik05a/chechik05a.pdf>.
Version: | 1.2 |
Depends: | R (≥ 3.5.0) |
Imports: | Rcpp, stats, utils, np, rje, Rdpack, RcppEigen |
LinkingTo: | Rcpp, RcppArmadillo, RcppEigen |
Published: | 2025-07-10 |
DOI: | 10.32614/CRAN.package.IBclust |
Author: | Efthymios Costa [aut], Ioanna Papatsouma [aut], Angelos Markos [aut, cre] |
Maintainer: | Angelos Markos <amarkos at gmail.com> |
License: | MIT + file LICENSE |
NeedsCompilation: | yes |
Citation: | IBclust citation info |
Materials: | README |
CRAN checks: | IBclust results |
Reference manual: | IBclust.pdf |
Package source: | IBclust_1.2.tar.gz |
Windows binaries: | r-devel: not available, r-release: IBclust_1.2.zip, r-oldrel: not available |
macOS binaries: | r-release (arm64): IBclust_1.2.tgz, r-oldrel (arm64): IBclust_1.2.tgz, r-release (x86_64): IBclust_1.2.tgz, r-oldrel (x86_64): IBclust_1.2.tgz |
Please use the canonical form https://CRAN.R-project.org/package=IBclust 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.
Health stats visible at Monitor.