Automatic Shell Clustering Using a Metaheuristic Approach
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F61989100%3A27240%2F10%3A86081160" target="_blank" >RIV/61989100:27240/10:86081160 - isvavai.cz</a>
Result on the web
<a href="http://dx.doi.org/10.1109/ICSMC.2010.5641913" target="_blank" >http://dx.doi.org/10.1109/ICSMC.2010.5641913</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.1109/ICSMC.2010.5641913" target="_blank" >10.1109/ICSMC.2010.5641913</a>
Alternative languages
Result language
angličtina
Original language name
Automatic Shell Clustering Using a Metaheuristic Approach
Original language description
This paper proposes a simple, metaheuristic clustering technique, inspired by the mountain clustering method of Yager and Filev, for detecting general quadric shell type clusters. The algorithm employs an ecologically inspired metaheurisitc algorithm, called Invasive Weed Optimization (IWO) to evolve a set of cluster prototypes in the shape of curves/hyper-surfaces. The objective function is modeled using the concept of the mountain function from Yager and Filev's work. The metaheuristic approach can beextended to solid clusters and various shell clusters like circular, elliptical, rectangular etc. The proposed method is tested on several synthetic datasets as well as real images to detect circular and elliptical shell clusters and the results obtained are found to be very promising.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
—
Continuities
Z - Vyzkumny zamer (s odkazem do CEZ)
Others
Publication year
2010
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
IEEE International Conference on Systems, Man, and Cybernetics, SMC 2010 : conference proceedings
ISBN
978-1-4244-6588-0
ISSN
1062-922X
e-ISSN
—
Number of pages
8
Pages from-to
2579 - 2586
Publisher name
IEEE
Place of publication
345 E 47TH ST, NEW YORK, NY 10017 USA
Event location
Istanbul
Event date
Oct 10, 2010
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000295015302029