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Optimization of Fuzzy C Means Clustering using Genetic Algorithm for an Image

by Jyoti Tyagi, Neeta Verma
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 121 - Number 17
Year of Publication: 2015
Authors: Jyoti Tyagi, Neeta Verma
10.5120/21634-4955

Jyoti Tyagi, Neeta Verma . Optimization of Fuzzy C Means Clustering using Genetic Algorithm for an Image. International Journal of Computer Applications. 121, 17 ( July 2015), 29-32. DOI=10.5120/21634-4955

@article{ 10.5120/21634-4955,
author = { Jyoti Tyagi, Neeta Verma },
title = { Optimization of Fuzzy C Means Clustering using Genetic Algorithm for an Image },
journal = { International Journal of Computer Applications },
issue_date = { July 2015 },
volume = { 121 },
number = { 17 },
month = { July },
year = { 2015 },
issn = { 0975-8887 },
pages = { 29-32 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume121/number17/21634-4955/ },
doi = { 10.5120/21634-4955 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:08:42.135347+05:30
%A Jyoti Tyagi
%A Neeta Verma
%T Optimization of Fuzzy C Means Clustering using Genetic Algorithm for an Image
%J International Journal of Computer Applications
%@ 0975-8887
%V 121
%N 17
%P 29-32
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

Fuzzy C-Means Clustering algorithm (FCM) is a method that is frequently used in pattern recognition. It has the advantage of giving good modeling results in many cases, This paper presents the optimization of cluster center of Fuzzy C-Means algorithm by evolutionary methods, this in order to automatically select the best of cluster center with maximum probability. Optimization methods used to realization of this paper were genetic algorithms and for selection method roulette wheel method is used.

References
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Index Terms

Computer Science
Information Sciences

Keywords

Cluster center membership matrix objective function genetic algorithm optimization roulette wheel selection.

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