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
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
Old sources: UniversalCVI archive

Reverse dependencies:

Reverse imports: BayesCVI

Linking:

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