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Curvature-based method for determining the number of clusters.

Authors :
Zhang, Yaqian
Mańdziuk, Jacek
Quek, Chai Hiok
Goh, Boon Wooi
Source :
Information Sciences. Nov2017, Vol. 415, p414-428. 15p.
Publication Year :
2017

Abstract

Determining the number of clusters is one of the research questions attracting considerable interests in recent years. Majority of the existing methods require parametric assumptions and substantiated computations. In this paper we propose a simple yet powerful method for determining the number of clusters based on curvature. Our technique is computationally efficient and straightforward to implement. We compare our method with 6 other approaches on a wide range of simulated and real-world datasets. Theoretical motivation underlying the proposed method is also presented. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00200255
Volume :
415
Database :
Academic Search Index
Journal :
Information Sciences
Publication Type :
Periodical
Accession number :
124421081
Full Text :
https://doi.org/10.1016/j.ins.2017.05.024