genie

genie-package

<p>See <code>hclust2()</code> for details.</p>

Includes the basic implementation of Genie - a hierarchical
clustering algorithm that links two point groups in such a way that
an inequity measure (namely, the Gini index) of the cluster sizes
does not significantly increase above a given threshold.
This method most often outperforms many other data segmentation approaches
in terms of clustering quality as tested on a wide range of benchmark
datasets. At the same time, Genie retains the high speed of the single
linkage approach, therefore it is also suitable for analysing larger data sets.
For more details see (Gagolewski et al. 2016 <DOI:10.1016/j.ins.2016.05.003>).
For an even faster and more feature-rich implementation, including,
amongst others, see the 'genieclust' package
(Gagolewski, 2021 <DOI:10.1016/j.softx.2021.100722>).

Marek Gagolewski

Fast, Robust, and Outlier Resistant Hierarchical Clustering

Maciej Bartoszuk

Anna Cena

genie-package function

<p>Marek Gagolewski, Maciej Bartoszuk, Anna Cena</p>

genie-package: The Genie Package

Description

Arguments

Author

See Also