Mercer Kernel Based Fuzzy Clustering Self-Adaptive Algorithm

被引：0
|
作者：
李侃
刘玉树
机构：
[1] Beijing Institute of Technology
[2] Beijing100081
[3] China
[4] School of Information Science and Technology
来源：
Journal of Beijing Institute of Technology | 2004年 / 04期
关键词：
fuzzy c-means; mercer kernel; feature space; validity measure function;
D O I：
10.15918/j.jbit1004-0579.2004.04.001
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
A novel mercer kernel based fuzzy clustering self-adaptive algorithm is presented. The mercer kernel method is introduced to the fuzzy c-means clustering. It may map implicitly the input data into the high-dimensional feature space through the nonlinear transformation. Among other fuzzy c-means and its variants, the number of clusters is first determined. A self-adaptive algorithm is proposed. The number of clusters, which is not given in advance, can be gotten automatically by a validity measure function. Finally, experiments are given to show better performance with the method of kernel based fuzzy c-means self-adaptive algorithm.
引用
收藏
页码：351 / 354
页数：4
相关论文
共 50 条
  • [1] OBJECT RECOGNITION BASED ON ORB AND SELF-ADAPTIVE KERNEL CLUSTERING ALGORITHM
    Zhang, Yazhong
    Miao, Zhenjiang
    [J]. 2014 12TH INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING (ICSP), 2014, : 1397 - 1402
  • [2] SAKM: Self-adaptive kernel machine A kernel-based algorithm for online clustering
    Boubacar, Habiboulaye Amadou
    Lecoeuche, Stephane
    Maouche, Salah
    [J]. NEURAL NETWORKS, 2008, 21 (09) : 1287 - 1301
  • [3] Image Fusion Algorithm Based on Self-adaptive Fuzzy Clustering Method
    Zhang Hong
    Sun XiaoNan
    Sun YanFeng
    Liu Lei
    [J]. NCM 2008 : 4TH INTERNATIONAL CONFERENCE ON NETWORKED COMPUTING AND ADVANCED INFORMATION MANAGEMENT, VOL 1, PROCEEDINGS, 2008, : 446 - 449
  • [4] A study on the algorithm of fuzzy self-adaptive Kohonen clustering network (FSKCN)
    Wu Xiao-Jun
    Lu Jie-Ping
    Wang Shi-Tong
    Ni Xiuqing
    Yang Jingyu
    [J]. 2005 International Symposium on Computer Science and Technology, Proceedings, 2005, : 325 - 332
  • [5] Self-adaptive genetic algorithm for clustering
    Kivijärvi, J
    Fränti, P
    Nevalainen, O
    [J]. JOURNAL OF HEURISTICS, 2003, 9 (02) : 113 - 129
  • [6] Self-Adaptive Genetic Algorithm for Clustering
    Juha Kivijärvi
    Pasi Fränti
    Olli Nevalainen
    [J]. Journal of Heuristics, 2003, 9 : 113 - 129
  • [7] A Self-Adaptive Spectral Clustering Algorithm
    Cai Xiaoyan
    Dai Guanzhong
    Yang Libin
    Zhang Guoqing
    [J]. PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 4, 2008, : 551 - 553
  • [8] A self-adaptive Genetic Algorithm based on fuzzy mechanism
    Hu, X. B.
    Wu, S. F.
    [J]. 2007 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1-10, PROCEEDINGS, 2007, : 4646 - +
  • [9] Self-adaptive kernel machine: Online clustering in RKHS
    Boubacar, HA
    Lecoeuche, S
    Maouche, S
    [J]. PROCEEDINGS OF THE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), VOLS 1-5, 2005, : 1977 - 1982
  • [10] The Self-adaptive Cultural Algorithm Optimization Based On the Fuzzy Controller
    Feng, Wang
    Zhang, Xue-ying
    [J]. 2008 IEEE INTERNATIONAL SYMPOSIUM ON KNOWLEDGE ACQUISITION AND MODELING WORKSHOP PROCEEDINGS, VOLS 1 AND 2, 2008, : 328 - 332
12345