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Fuzzy, I-fuzzy, and H-fuzzy partitions to describe clusters
Högskolan i Skövde, Institutionen för informationsteknologi. Högskolan i Skövde, Forskningscentrum för Informationsteknologi. (Skövde Artificial Intelligence Lab (SAIL))ORCID-id: 0000-0002-0368-8037
Departement of Computer Science Shahid Bahonar University of Kerman, Iran.
Högskolan i Skövde, Institutionen för informationsteknologi. Högskolan i Skövde, Forskningscentrum för Informationsteknologi. (Skövde Artificial Intelligence Lab (SAIL))
2016 (engelsk)Inngår i: Fuzzy Systems (FUZZ-IEEE), 2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2016, s. 524-530Konferansepaper, Publicerat paper (Fagfellevurdert)
Abstract [en]

In this paper we discuss how three types of fuzzy partitions can be used to describe the results of three types of cluster structures. Standard fuzzy partitions are suitable for centroid based clusters, and I-fuzzy partitions for clusters represented by segments or lines (e.g., c-varieties). In this paper, we introduce hesitant fuzzy partitions. They are suitable for clusters defined by sets of centroids. Because of that, we show that they are useful for hierarchical clustering. We also establish the relationship between hesitant fuzzy partitions and I-fuzzy partitions.

sted, utgiver, år, opplag, sider
IEEE, 2016. s. 524-530
Serie
IEEE International Fuzzy Systems Conference. Proceedings, ISSN 1544-5615
Emneord [en]
Cluster structure, Fuzzy partition, Hier-archical clustering, nocv2, Standard fuzzy partition
HSV kategori
Forskningsprogram
Skövde Artificial Intelligence Lab (SAIL)
Identifikatorer
URN: urn:nbn:se:his:diva-13360DOI: 10.1109/FUZZ-IEEE.2016.7737731ISI: 000392150700072Scopus ID: 2-s2.0-85006751117ISBN: 978-1-5090-0626-7 (tryckt)ISBN: 978-1-5090-0625-0 (digital)OAI: oai:DiVA.org:his-13360DiVA, id: diva2:1071377
Konferanse
2016 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Vancouver, Canada, July 24-29, 2016
Tilgjengelig fra: 2017-02-04 Laget: 2017-02-04 Sist oppdatert: 2018-01-13bibliografisk kontrollert

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