Question 1

What does the R-package 'UniversalCVI' do?

Accepted Answer

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:
    J. C. Bezdek, M. Moshtaghi, T. Runkler, C. Leckie (2016) [doi:10.1109/TFUZZ.2016.2540063](https://doi.org/10.1109%2FTFUZZ.2016.2540063),
    T. Calinski, J. Harabasz (1974) [doi:10.1080/03610927408827101](https://doi.org/10.1080%2F03610927408827101),
    C. H. Chou, M. C. Su, E. Lai (2004) [doi:10.1007/s10044-004-0218-1](https://doi.org/10.1007%2Fs10044-004-0218-1),
    D. L. Davies, D. W. Bouldin (1979) [doi:10.1109/TPAMI.1979.4766909](https://doi.org/10.1109%2FTPAMI.1979.4766909),
    J. C. Dunn (1973) [doi:10.1080/01969727308546046](https://doi.org/10.1080%2F01969727308546046),
    F. Haouas, Z. Ben Dhiaf, A. Hammouda, B. Solaiman (2017) [doi:10.1109/FUZZ-IEEE.2017.8015651](https://doi.org/10.1109%2FFUZZ-IEEE.2017.8015651),
    M. Kim, R. S. Ramakrishna (2005) [doi:10.1016/j.patrec.2005.04.007](https://doi.org/10.1016%2Fj.patrec.2005.04.007),
    S. H. Kwon (1998) [doi:10.1049/EL:19981523](https://doi.org/10.1049%2FEL%3A19981523),
    S. H. Kwon, J. Kim, S. H. Son (2021) [doi:10.1049/ell2.12249](https://doi.org/10.1049%2Fell2.12249),
    G. W. Miligan (1980) [doi:10.1007/BF02293907](https://doi.org/10.1007%2FBF02293907),
    M. K. Pakhira, S. Bandyopadhyay, U. Maulik (2004) [doi:10.1016/j.patcog.2003.06.005](https://doi.org/10.1016%2Fj.patcog.2003.06.005),
    M. Popescu, J. C. Bezdek, T. C. Havens, J. M. Keller (2013) [doi:10.1109/TSMCB.2012.2205679](https://doi.org/10.1109%2FTSMCB.2012.2205679),
    S. Saitta, B. Raphael, I. Smith (2007) [doi:10.1007/978-3-540-73499-4_14](https://doi.org/10.1007%2F978-3-540-73499-4_14),
    A. Starczewski (2017) [doi:10.1007/s10044-015-0525-8](https://doi.org/10.1007%2Fs10044-015-0525-8),
    Y. Tang, F. Sun, Z. Sun (2005) [doi:10.1109/ACC.2005.1470111](https://doi.org/10.1109%2FACC.2005.1470111),
    N. Wiroonsri (2024) [doi:10.1016/j.patcog.2023.109910](https://doi.org/10.1016%2Fj.patcog.2023.109910),
    N. Wiroonsri, O. Preedasawakul (2023) [doi:10.48550/arXiv.2308.14785](https://doi.org/10.48550%2FarXiv.2308.14785),
    C. H. Wu, C. S. Ouyang, L. W. Chen, L. W. Lu (2015) [doi:10.1109/TFUZZ.2014.2322495](https://doi.org/10.1109%2FTFUZZ.2014.2322495), 
    X. Xie, G. Beni (1991) [doi:10.1109/34.85677](https://doi.org/10.1109%2F34.85677) and
    Rousseeuw (1987) and Kaufman and Rousseeuw(2009) [doi:10.1016/0377-0427(87)90125-7](https://doi.org/10.1016%2F0377-0427%2887%2990125-7) and 
    [doi:10.1002/9780470316801](https://doi.org/10.1002%2F9780470316801)
    C. Alok. (2010).

Question 2

Who maintains UniversalCVI?

Accepted Answer

Nathakhun Wiroonsri

Question 3

Who authored UniversalCVI?

Accepted Answer

Onthada Preedasawakul

Question 4

What is the current version of UniversalCVI?

Accepted Answer

The current version of the R-package '1.2.0' is 1.2.0

Question 5

When was the last release of UniversalCVI?

Accepted Answer

The last release of the R-package '1.2.0' was 01/27/2025

Question 6

Where can I search for the R-package 'UniversalCVI'?

Accepted Answer

You can search for the R-package 'UniversalCVI' on CRAN/E at https://cran-e.com

UniversalCVI

Documentation

Team

Nathakhun Wiroonsri

Onthada Preedasawakul

Insights

Last 30 days

Last 365 days

Binaries

Dependencies