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Fuzzy hyper-prototype clustering
School of Engineering and Information Technology, University of New South Wales, Canberra, ACT, Australia .
School of Engineering and Information Technology, University of New South Wales, Canberra, ACT, Australia.ORCID iD: 0000-0002-4255-5130
2010 (English)In: Knowledge-Based and Intelligent Information and Engineering Systems: 14th International Conference, KES 2010, Cardiff, UK, September 8-10, 2010, Proceedings, Part I / [ed] Rossitza Setchi; Ivan Jordanov; Robert J. Howlett; Lakhmi C. Jain, Springer Berlin/Heidelberg, 2010, 379-389 p.Conference paper (Other academic)Text
Abstract [en]

We propose a fuzzy hyper-prototype algorithm in this paper. This approach uses hyperplanes to represent the cluster centers in the fuzzy c-means algorithm. We present the formulation of a hyperplane-based fuzzy objective function and then derive an iterative numerical procedure for minimizing the clustering criterion. We tested the method with data degraded with random noise. The experimental results show that the proposed method is robust to clustering noisy linear structure.

Place, publisher, year, edition, pages
Springer Berlin/Heidelberg, 2010. 379-389 p.
Series
Lecture Notes in Computer Science, ISSN 0302-9743 (print), 1611-3349 (online) ; 6276
National Category
Medical Engineering
Identifiers
URN: urn:nbn:se:liu:diva-125037DOI: 10.1007/978-3-642-15387-7_42ISBN: 978-3-642-15386-0 (Print)ISBN: 978-3-642-15387-7 (online)OAI: oai:DiVA.org:liu-125037DiVA: diva2:902748
Conference
14th International Conference, KES 2010, Cardiff, UK, September 8-10, 2010
Available from: 2016-02-12 Created: 2016-02-12 Last updated: 2016-02-22Bibliographically approved

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Pham, Tuan D
Medical Engineering

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ReferencesLink to record
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