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Volume 27 Issue 2
Feb.  2005
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Kong Xiao, Liu Dang-hui, Shen Lan-sun. Skin Extraction Based on Fuzzy Cluster[J]. Journal of Electronics & Information Technology, 2005, 27(11): 1778-1781.
Citation: Li Jie, Gao Xin-bo, Jiao Li-cheng. A CSA-Based New Fuzzy Clustering Algorithm[J]. Journal of Electronics & Information Technology, 2005, 27(2): 302-305.

A CSA-Based New Fuzzy Clustering Algorithm

  • Received Date: 2003-09-18
  • Rev Recd Date: 2004-02-25
  • Publish Date: 2005-02-19
  • In cluster analysis, Fuzzy K-Means (FKM) algorithm is one of the most widely used methods. However, FKM algorithm is much more sensitive to the initialization, and easy to fall into local optimum. For this purpose, this paper presents a clonal selection based new algorithm for fuzzy clustering analysis, for global optimization. Since the clonal operator can combine the evolutionary search and random search, and incorporate the global search with local search, by the clonal operation on candidate solutions, the new algorithm can quickly obtain the global optimum. The experimental results with synthetic data and IRIS real data illustrate the effectiveness of the new algorithm.
  • 何清.模糊聚类分析理论与应用研究进展.模糊系统与数学,1998,12(2):89-94.[2]高新波.模糊聚类算法的优化及应用研究.[博士论文],西安:西安电子科技大学,1999年.[3]De Castro L N.[J].Von Zuben F J. The clonal selection algorithm with engineering applications. Proc. of GECCO00, Workshop on Artificial Immune Systems and Their Applications, Las Vegas,USA.2000,:-[4]Kim Jungwon, Bentley P J. Towards an artificial immune system for network intrusion detection: An investigation of clonal selection with a negative selection operator. Proc. of the 2001Congress on Evolutionary Computation, Seoul, Korea, 2001, 2:1244- 1252.[5]Du Haifeng, Jiao Licheng. Clonal operator and antibody clonal algorithm. Proc. of the First International Conference on Machine Learning and Cybernetics, Beijing, 4 - 5 Novermber, 2002:506-510.[6]周光炎.免疫学原理.上海:上海科学技术出版社,2000:31-32.
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