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UniversalCVI: Hard and Soft Cluster Validity Indices

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: C. Alok. (2010) <https://hdl.handle.net/10603/93443>, 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> and X. Xie, G. Beni (1991) <doi:10.1109/34.85677>.

Version: 1.1.2
Depends: R (≥ 2.10)
Imports: e1071, mclust
Published: 2024-03-31
DOI: 10.32614/CRAN.package.UniversalCVI
Author: Nathakhun Wiroonsri ORCID iD [cre, aut], Onthada Preedasawakul ORCID iD [aut]
Maintainer: Nathakhun Wiroonsri <nathakhun.wir at kmutt.ac.th>
License: GPL (≥ 3)
NeedsCompilation: no
Citation: UniversalCVI citation info
Materials: README NEWS
CRAN checks: UniversalCVI results

Documentation:

Reference manual: UniversalCVI.pdf

Downloads:

Package source: UniversalCVI_1.1.2.tar.gz
Windows binaries: r-devel: UniversalCVI_1.1.2.zip, r-release: UniversalCVI_1.1.2.zip, r-oldrel: UniversalCVI_1.1.2.zip
macOS binaries: r-release (arm64): UniversalCVI_1.1.2.tgz, r-oldrel (arm64): UniversalCVI_1.1.2.tgz, r-release (x86_64): UniversalCVI_1.1.2.tgz, r-oldrel (x86_64): UniversalCVI_1.1.2.tgz
Old sources: UniversalCVI archive

Reverse dependencies:

Reverse imports: BayesCVI

Linking:

Please use the canonical form https://CRAN.R-project.org/package=UniversalCVI 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.
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