Package: UniversalCVI
Type: Package
Title: Hard and Soft Cluster Validity Indices
Version: 1.4.0
Imports: e1071, mclust
Authors@R: 
    c(person(given = "Nathakhun",
            family = "Wiroonsri",
            email  = "nathakhun.wir@kmutt.ac.th",
            role   = c("cre","aut"),
            comment = c(ORCID = "0000-0003-2167-9641")),
      person(given ="Onthada",
            family = "Preedasawakul",
            email  = "o.preedasawakul@gmail.com",
            role   = "aut",
            comment = c(ORCID = "0000-0002-4186-3158")))
Description: Algorithms for checking the accuracy of a clustering
        result with known classes, computing cluster validity indices,
        and generating plots for comparing them. The package is
        compatible with K-means, fuzzy C means, EM clustering, and
        hierarchical clustering (single, average, and complete
        linkage). The details of the indices in this package can be
        found in: J. C. Bezdek, M. Moshtaghi, T. Runkler, C. Leckie
        (2016) <doi:10.1109/TFUZZ.2016.2540063>, T. Calinski, J.
        Harabasz (1974) <doi:10.1080/03610927408827101>, C. H. Chou, M.
        C. Su, E. Lai (2004) <doi:10.1007/s10044-004-0218-1>, D. L.
        Davies, D. W. Bouldin (1979) <doi:10.1109/TPAMI.1979.4766909>,
        J. C. Dunn (1973) <doi:10.1080/01969727308546046>, F. Haouas,
        Z. Ben Dhiaf, A. Hammouda, B. Solaiman (2017)
        <doi:10.1109/FUZZ-IEEE.2017.8015651>, M. Kim, R. S. Ramakrishna
        (2005) <doi:10.1016/j.patrec.2005.04.007>, S. H. Kwon (1998)
        <doi:10.1049/EL:19981523>, S. H. Kwon, J. Kim, S. H. Son (2021)
        <doi:10.1049/ell2.12249>, G. W. Miligan (1980)
        <doi:10.1007/BF02293907>, M. K. Pakhira, S. Bandyopadhyay, U.
        Maulik (2004) <doi:10.1016/j.patcog.2003.06.005>, M. Popescu,
        J. C. Bezdek, T. C. Havens, J. M. Keller (2013)
        <doi:10.1109/TSMCB.2012.2205679>, S. Saitta, B. Raphael, I.
        Smith (2007) <doi:10.1007/978-3-540-73499-4_14>, A. Starczewski
        (2017) <doi:10.1007/s10044-015-0525-8>, Y. Tang, F. Sun, Z. Sun
        (2005) <doi:10.1109/ACC.2005.1470111>, N. Wiroonsri (2024)
        <doi:10.1016/j.patcog.2023.109910>, N. Wiroonsri, O.
        Preedasawakul (2023) <doi:10.48550/arXiv.2308.14785>, C. H. Wu,
        C. S. Ouyang, L. W. Chen, L. W. Lu (2015)
        <doi:10.1109/TFUZZ.2014.2322495>, X. Xie, G. Beni (1991)
        <doi:10.1109/34.85677> and P.J. Rousseeuw (1987) and L. Kaufman
        and P.J. Rousseeuw(2009) <doi:10.1016/0377-0427(87)90125-7> and
        <doi:10.1002/9780470316801> C. Alok. (2010).
License: GPL (>= 3)
Encoding: UTF-8
LazyData: true
RoxygenNote: 7.3.3
Depends: R (>= 2.10)
NeedsCompilation: no
Packaged: 2026-10-01 10:47:09 UTC; root
Author: Nathakhun Wiroonsri [cre, aut] (ORCID:
        <https://orcid.org/0000-0003-2167-9641>), Onthada Preedasawakul
        [aut] (ORCID: <https://orcid.org/0000-0002-4186-3158>)
Maintainer: Nathakhun Wiroonsri <nathakhun.wir@kmutt.ac.th>
Repository: https://nwiroonsri.r-universe.dev
Date/Publication: 2026-04-27 09:33:30 UTC
RemoteUrl: https://github.com/cran/UniversalCVI
RemoteRef: HEAD
RemoteSha: 2ea8893773713265833fc743956393bd20e52efe
