UniversalCVI: Hard and Soft Cluster Validity Indices
Nathakhun Wiroonsri, Onthada Preedasawakul · 2023
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) , T. Calinski, J. Harabasz (1974) , C. H. Chou, M. C. Su, E. Lai (2004) , D. L. Davies, D. W. Bouldin (1979) , J. C. Dunn (1973) , F. Haouas, Z. Ben Dhiaf, A. Hammouda, B. Solaiman (2017) , M. Kim, R. S. Ramakrishna (2005) , S. H. Kwon (1998) , S. H. Kwon, J. Kim, S. H. Son (2021) , G. W. Miligan (1980) , M. K. Pakhira, S. Bandyopadhyay, U. Maulik (2004) , M. Popescu, J. C. Bezdek, T. C. Havens, J. M. Keller (2013) , S. Saitta, B. Raphael, I. Smith (2007) , A. Starczewski (2017) , Y. Tang, F. Sun, Z. Sun (2005) , N. Wiroonsri (2024) , N. Wiroonsri, O. Preedasawakul (2023) , C. H. Wu, C. S. Ouyang, L. W. Chen, L. W. Lu (2015) , X. Xie, G. Beni (1991) and Rousseeuw (1987) and Kaufman and Rousseeuw(2009) and C. Alok. (2010).