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The Genie algorithm (Gagolewski, 2021 <doi:10.1016/j.softx.2021.100722>) is a robust and outlier-resistant hierarchical clustering method (Gagolewski, Bartoszuk, Cena, 2016 <doi:10.1016/j.ins.2016.05.003>). This package features its faster and more powerful version. It allows clustering with respect to mutual reachability distances, enabling it to act as a noise point detector or a version of 'HDBSCAN*' that can identify a predefined number of clusters. The package also features an implementation of the Gini and Bonferroni inequality indices, external cluster validity measures (e.g., the normalised clustering accuracy, the adjusted Rand index, the Fowlkes-Mallows index, and normalised mutual information), and internal cluster validity indices (e.g., the Calinski-Harabasz, Davies-Bouldin, Ball-Hall, Silhouette, and generalised Dunn indices). The 'Python' version of 'genieclust' is available via 'PyPI'.
Version: | 1.2.0 |
Imports: | Rcpp, stats, utils, quitefastmst |
LinkingTo: | Rcpp |
Suggests: | datasets |
Published: | 2025-07-24 |
DOI: | 10.32614/CRAN.package.genieclust |
Author: | Marek Gagolewski |
Maintainer: | Marek Gagolewski <marek at gagolewski.com> |
BugReports: | https://github.com/gagolews/genieclust/issues |
License: | AGPL-3 |
URL: | https://genieclust.gagolewski.com/, https://clustering-benchmarks.gagolewski.com/, https://github.com/gagolews/genieclust |
NeedsCompilation: | yes |
SystemRequirements: | OpenMP, C++17 |
Citation: | genieclust citation info |
Materials: | NEWS |
In views: | Cluster |
CRAN checks: | genieclust results |
Reference manual: | genieclust.html , genieclust.pdf |
Package source: | genieclust_1.2.0.tar.gz |
Windows binaries: | r-devel: genieclust_1.2.0.zip, r-release: genieclust_1.2.0.zip, r-oldrel: genieclust_1.2.0.zip |
macOS binaries: | r-release (arm64): genieclust_1.2.0.tgz, r-oldrel (arm64): genieclust_1.2.0.tgz, r-release (x86_64): genieclust_1.2.0.tgz, r-oldrel (x86_64): genieclust_1.2.0.tgz |
Old sources: | genieclust archive |
Reverse depends: | genie, omada |
Reverse imports: | Kmedians, modACDC, RGMM |
Reverse suggests: | partition |
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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.
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