Optimization of the Fuzzy C-Means Algorithm using Evolutionary Methods

被引：0
|
作者：
Castillo, Oscar [1 ]
Rubio, Elid [1 ]
Soria, Jose [1 ]
Naredo, Enrique [1 ]
机构：
[1] Tijuana Inst Technol, Tijuana, Mexico
来源：
ENGINEERING LETTERS | 2012年 / 20卷 / 01期
关键词：
Cluster validity; clustering number; comparison between methods; genetic algorithms; optimization; and particle swarm optimization;
D O I：
暂无
中图分类号：
T [工业技术];
学科分类号：
08 ;
摘要：
This paper presents the optimization of the Fuzzy C-Means algorithm by evolutionary or bio-inspired methods, this in order to automatically find the optimal number of clusters and the weight exponent. Optimization methods used to realization of this paper were genetic algorithms and particle swarm optimization. The results obtained by both methods are presented, and a comparison between both methods to observe if one method is better than the other.
引用
收藏
页码：61 / 67
页数：7
相关论文
共 50 条
  • [31] An Improved Fuzzy C-means Clustering Algorithm
    Duan, Lingzi
    Yu, Fusheng
    Zhan, Li
    2016 12TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY (ICNC-FSKD), 2016, : 1199 - 1204
  • [32] Fuzzy Clustering Using Hybrid Fuzzy c-means and Fuzzy Particle Swarm Optimization
    Izakian, Hesam
    Abraham, Ajith
    Snasel, Vaclav
    2009 WORLD CONGRESS ON NATURE & BIOLOGICALLY INSPIRED COMPUTING (NABIC 2009), 2009, : 1689 - +
  • [33] Membership functions in the fuzzy C-means algorithm
    Flores-Sintas, A
    Cadenas, JM
    Martin, F
    FUZZY SETS AND SYSTEMS, 1999, 101 (01) : 49 - 58
  • [34] A Fuzzy C-Means Algorithm for Fingerprint Segmentation
    Ferreira, Pedro M.
    Sequeira, Ana F.
    Rebelo, Ana
    PATTERN RECOGNITION AND IMAGE ANALYSIS (IBPRIA 2015), 2015, 9117 : 245 - 252
  • [35] A novel fuzzy C-means clustering algorithm
    Li, Cuixia
    Yu, Jian
    ROUGH SETS AND KNOWLEDGE TECHNOLOGY, PROCEEDINGS, 2006, 4062 : 510 - 515
  • [36] The global Fuzzy C-Means clustering algorithm
    Wang, Weina
    Zhang, Yunjie
    Li, Yi
    Zhang, Xiaona
    WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 3604 - +
  • [37] Membership functions in the fuzzy C-means algorithm
    Fuzzy Sets Syst, 1 (49-58):
  • [38] A new weighting fuzzy c-means algorithm
    Yu, J
    Huang, HK
    PROCEEDINGS OF THE 12TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1 AND 2, 2003, : 896 - 901
  • [39] An evolutionary approach to spatial fuzzy c-Means clustering
    Di Nola A.
    Loia V.
    Staiano A.
    Fuzzy Optimization and Decision Making, 2002, 1 (2) : 195 - 219
  • [40] An Accelerated Fuzzy C-Means clustering algorithm
    Hershfinkel, D
    Dinstein, I
    APPLICATIONS OF FUZZY LOGIC TECHNOLOGY III, 1996, 2761 : 41 - 52
12345