Package: genieclust
Type: Package
Title: The Genie++ Hierarchical Clustering Algorithm with Noise Points
        Detection
Version: 0.9.3
Date: 2020-07-25
Authors@R: c(
    person("Marek", "Gagolewski",
        role = c("aut", "cre", "cph"),
        email = "marek@gagolewski.com",
        comment = c(ORCID = "0000-0003-0637-6028")),
    person("Maciej", "Bartoszuk", role = c("ctb")),
    person("Anna", "Cena", role = c("ctb")),
    person("Peter M.", "Larsen", role = c("ctb"))
    )
Description: A retake on the Genie algorithm - a robust
    hierarchical clustering method
    (Gagolewski, Bartoszuk, Cena, 2016 <DOI:10.1016/j.ins.2016.05.003>).
    Now faster and more memory efficient; determining the whole hierarchy
    for datasets of 10M points in low dimensional Euclidean spaces or
    100K points in high-dimensional ones takes only 1-2 minutes.
    Allows clustering with respect to mutual reachability distances
    so that it can act as a noise point detector or a robustified version of
    'HDBSCAN*' (that is able to detect a predefined number of
    clusters and hence it does not dependent on the somewhat
    fragile 'eps' parameter).
    The package also features an implementation of economic inequity indices
    (the Gini, Bonferroni index) and external cluster validity measures
    (partition similarity scores; e.g., the adjusted Rand, Fowlkes-Mallows,
    adjusted mutual information, pair sets index).
    See also the 'Python' version of 'genieclust' available on 'PyPI', which
    supports sparse data, more metrics, and even larger datasets.
BugReports: https://github.com/gagolews/genieclust/issues
URL: https://genieclust.gagolewski.com/
License: AGPL-3
Imports: Rcpp (>= 1.0.4), stats, utils
Suggests: datasets, emstreeR
LinkingTo: Rcpp
Encoding: UTF-8
SystemRequirements: OpenMP, C++11
RoxygenNote: 7.1.0
NeedsCompilation: yes
Packaged: 2020-07-25 07:37:17 UTC; gagolews
Author: Marek Gagolewski [aut, cre, cph]
    (<https://orcid.org/0000-0003-0637-6028>),
  Maciej Bartoszuk [ctb],
  Anna Cena [ctb],
  Peter M. Larsen [ctb]
Maintainer: Marek Gagolewski <marek@gagolewski.com>
Repository: CRAN
Date/Publication: 2020-07-30 10:40:03 UTC
