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模糊C-球壳聚类算法的研究

魏立梅 谢维信

魏立梅, 谢维信. 模糊C-球壳聚类算法的研究[J]. 电子与信息学报, 2001, 23(1): 37-44.
引用本文: 魏立梅, 谢维信. 模糊C-球壳聚类算法的研究[J]. 电子与信息学报, 2001, 23(1): 37-44.
Wei Limei, Xie Weixin. A STUDY ON FUZZY C-SPHERICAL SHELL(FCSS)CLUSTERING ALGORITHMS[J]. Journal of Electronics & Information Technology, 2001, 23(1): 37-44.
Citation: Wei Limei, Xie Weixin. A STUDY ON FUZZY C-SPHERICAL SHELL(FCSS)CLUSTERING ALGORITHMS[J]. Journal of Electronics & Information Technology, 2001, 23(1): 37-44.

模糊C-球壳聚类算法的研究

A STUDY ON FUZZY C-SPHERICAL SHELL(FCSS)CLUSTERING ALGORITHMS

  • 摘要: 通过对基于同一目标函数的两种模糊C-球壳(FCSS)聚类算法性能的比较与分析,提出一种新算法。该算法收敛速度快,聚类结果准确。
  • J.C.Bezdek,Pattern Recognition with Fuzzy Objective Function Algorithms,New York,Plenum Press,1981,Chapter 2. [2]A.K.Jain,R.C.Dubes,Algorithms for Clustering Data,Englewood Cliffs,New Jersey,Prentice Hall,1988,Chapter 4. [3]J.C.Bezdek,C.Coray,R.Gunderson,J.Watson,Detection and characterization of cluster substructure I,linear structure,Fuzzy c-lines,SIAM J.Appl.Math.,1981,40(3),339-357.[2]J.C.Bezdek,C,Coray,R.Gunderson,J.Watson,Detection and characterization of cluster substructure II,Fuzzy c-varieties and convex combinations thereof,SIAM J.Appl.Math.,1981,40(3),358-372.[3]R.N.Dave,Fuzzy shell clustering and applications to circle detection in digital images,Int.J.General Syst.,1990,16(4),343-345.[4]R.N.Dave,Generalized fuzzy c-shells clustering and detection of circular and elliptical boundaries,Pattern Recognition,1992,25(7),713-721.[5]Y.Man,I.Gath,Detection and separation of ring-shaped clusters using fuzzy clustering,IEEE Trans.on PAMI,1994,PAMI-16(8),855-861.[6]R.Krishnapuram,O.Nasraoui,H.Frigui,The fuzzy c-spherical shells algorithm,a new approach,IEEE Trans.on NN,1992,NN-3(5),663-671.[7]H.Frigui,R.Krishnapuram,A comparison of fuzzy shell clustering methods for the detection of ellipses,IEEE Trans.on Fuzzy System,1996,4(2),193-199.[8]R.N.Dave,K.Bhaswan,Adaptive fuzzy c-shells clustering and detection of ellipses,IEEE Trans.on NN,1992,NN-3(5),643-662.[9]F.Hoeppner,Fuzzy shell clustering algorithms in image processing,fuzzy c-rectangular and 2-rectangular shells,IEEE Trans.on Fuzzy System.,1997,5(4),599-613.
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出版历程
  • 收稿日期:  1998-06-04
  • 修回日期:  2000-02-04
  • 刊出日期:  2001-01-19

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