Searching for just a few words should be enough to get started. If you need to make more complex queries, use the tips below to guide you.
Article type: Research Article
Authors: Dronov, Sergei V.* | Evdokimov, Eugeny A.
Affiliations: Faculty of Mathematics and Information Technologies, Altai State University, Lenina, Barnaul, Russia
Correspondence: [*] Corresponding author: Sergei V. Dronov, Faculty of Mathematics and Information Technologies, Altai State University, Lenina, 61, 656049, Barnaul, Russia. Tel.: +7 906 963 9372; Fax: +7 385 236 7067; E-mail: [email protected].
Abstract: In this paper, one of the variants of so-called post-hoc cluster analysis problem is considered: the characteristics by which the clusters were constructed are ranked according to the degree of their influence on the final cluster partition. Wherein, using the pairwise coefficients proposed in the paper, we estimate the possibility of replacing a pair of characteristics by one of them (the degree of dominance of one characteristic over another), and the strength of the kind of mutual influence of the characteristics that is associated with the existing cluster structure. The latter influence we call a cluster connection. The most meaningful results were obtained, assuming that the addition or elimination of any forming characteristic leads to the grinding or consolidation of clusters, which is true for the algorithms of hierarchical classification.
Keywords: Cluster connection, forming characteristics, cluster dominance, post-hoc problem in cluster analysis, hierarchical cluster
DOI: 10.3233/MAS-180429
Journal: Model Assisted Statistics and Applications, vol. 13, no. 2, pp. 183-195, 2018
IOS Press, Inc.
6751 Tepper Drive
Clifton, VA 20124
USA
Tel: +1 703 830 6300
Fax: +1 703 830 2300
[email protected]
For editorial issues, like the status of your submitted paper or proposals, write to [email protected]
IOS Press
Nieuwe Hemweg 6B
1013 BG Amsterdam
The Netherlands
Tel: +31 20 688 3355
Fax: +31 20 687 0091
[email protected]
For editorial issues, permissions, book requests, submissions and proceedings, contact the Amsterdam office [email protected]
Inspirees International (China Office)
Ciyunsi Beili 207(CapitaLand), Bld 1, 7-901
100025, Beijing
China
Free service line: 400 661 8717
Fax: +86 10 8446 7947
[email protected]
For editorial issues, like the status of your submitted paper or proposals, write to [email protected]
如果您在出版方面需要帮助或有任何建, 件至: [email protected]