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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: dsv@math.asu.ru.
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
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