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Keller, A. and Klawonn, F. (2002) Adaptation of Cluster Sizes in Objective Function Based Fuzzy Clustering Technology. In: Intelligens Systems: Techniques and Applications Intelligent Systems, Volume IV. CRC Press. ISBN 0849311217.
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Abstract
This paper discusses new approaches in objective function based fuzzy clustering. Some well-known approaches are extended by a supplementary component. The resulting new clustering techniques are able to adapt single clusters to the expansion of the corresponding group of data in an iterative optimization procedure. Another new approach based on volume centers as cluster representatives with varying radii for individual groups is also described. The corresponding objective functions are presented and alternating optimization schemes are derived. Experimental results demonstrate the significance of the presented techniques.
| Item URL in elib: | https://elib.dlr.de/3806/ | |||||||||
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| Document Type: | Contribution to a Collection | |||||||||
| Additional Information: | LIDO-Berichtsjahr=2001, | |||||||||
| Title: | Adaptation of Cluster Sizes in Objective Function Based Fuzzy Clustering Technology | |||||||||
| Authors: |
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| Date: | 2002 | |||||||||
| Journal or Publication Title: | Intelligens Systems: Techniques and Applications | |||||||||
| Refereed publication: | Yes | |||||||||
| Open Access: | No | |||||||||
| Gold Open Access: | No | |||||||||
| In SCOPUS: | No | |||||||||
| In ISI Web of Science: | No | |||||||||
| Volume: | Volume IV | |||||||||
| Editors: |
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| Publisher: | CRC Press | |||||||||
| Series Name: | Intelligent Systems | |||||||||
| ISBN: | 0849311217 | |||||||||
| Status: | Published | |||||||||
| Keywords: | Objective function based fuzzy clustering, size adaptable clustering, alternating optimization | |||||||||
| HGF - Research field: | Aeronautics, Space and Transport (old) | |||||||||
| HGF - Program: | Transport | |||||||||
| HGF - Program Themes: | other | |||||||||
| DLR - Research area: | Transport | |||||||||
| DLR - Program: | V VR - Verkehrsforschung | |||||||||
| DLR - Research theme (Project): | V - Effizienter Flughafen (old) | |||||||||
| Location: | Braunschweig | |||||||||
| Institutes and Institutions: | Institute of Flight Guidance | |||||||||
| Deposited By: | DLR-Beauftragter, elib | |||||||||
| Deposited On: | 16 Sep 2005 | |||||||||
| Last Modified: | 06 Jan 2010 16:52 |
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