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Fuzzy Clustering with Repulsive Prototypes

Rehm, Frank and Winkler, Roland and Kruse, Rudolf (2010) Fuzzy Clustering with Repulsive Prototypes. In: Scalable Fuzzy Algorithms for Data Management and Analysis: Methods and Design Information Science Reference. pp. 332-345. ISBN 1605668303.

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Official URL: http://www.igi-global.com/Bookstore/TitleDetails.aspx?TitleId=873


A well known issue with prototype-based clustering is the user's obligation to know the right number of clusters in a dataset in advance or to determine it as a part of the data analysis process. There are different approaches to cope with this non-trivial problem. This paper follows the approach to address this problem as an integrated part of the clustering process. An extension to repulsive fuzzy c-means clustering is proposed equipping non-Euclidean prototypes with repulsive properties. Experimental results are presented that demonstrate the feasibility of our technique.

Item URL in elib:https://elib.dlr.de/63935/
Document Type:Contribution to a Collection
Title:Fuzzy Clustering with Repulsive Prototypes
AuthorsInstitution or Email of AuthorsAuthors ORCID iD
Rehm, Frankfrank.rehm (at) dlr.deUNSPECIFIED
Winkler, Rolandroland.winkler (at) dlr.deUNSPECIFIED
Kruse, RudolfUni MagdeburgUNSPECIFIED
Journal or Publication Title:Scalable Fuzzy Algorithms for Data Management and Analysis: Methods and Design
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In ISI Web of Science:No
Page Range:pp. 332-345
Laurent, AnneUniversity Paris
Lesot, Marie-JeanneUniversity Paris
Publisher:Information Science Reference
Keywords:Fuzzy Clustering, Prototype
HGF - Research field:Aeronautics, Space and Transport (old)
HGF - Program:Aeronautics
HGF - Program Themes:L SF - Safe and Efficient Air Traffic Guidance (old)
DLR - Research area:Aeronautics
DLR - Program:L SF - Safe and Efficient Air Traffic Guidance
DLR - Research theme (Project):L - Air Traffic and Weather (old)
Location: Braunschweig
Institutes and Institutions:Institute of Flight Control > Air traffic systems
Deposited By: Rehm, Dr.-Ing. Frank
Deposited On:14 Dec 2010 13:40
Last Modified:14 Dec 2010 13:40

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