A clustering algorithm based on swarm intelligence

被引:0
|
作者
Wu, B [1 ]
Shi, ZZ [1 ]
机构
[1] Chinese Acad Sci, Inst Comp, Lab Intelligent Informat Proc, Beijing 100864, Peoples R China
关键词
swarm intelligence; self-organization clustering; swarm similarity; probability conversion function;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper focus on swarm intelligence based clustering algorithm. A clustering algorithm based on swarm intelligence is systematically proposed. It derived from a basic model interpreting ant colony organization of cemeteries. Some important concepts, such as swami similarity, swarm similarity coefficient and probability conversion function are also proposed. A simplified probability conversion function is given for simplifying adaptation of parameters, meanwhile the importance of swarm similarity coefficient for the algorithm is analyzed. Experimental results show the good performance of the clustering algorithm.
引用
收藏
页码:C58 / C66
页数:9
相关论文
共 50 条
  • [1] A modified clustering algorithm based on swarm intelligence
    Zhang, L
    Cao, QX
    Lee, J
    [J]. ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS, 2005, 3612 : 535 - 542
  • [2] Swarm intelligence clustering algorithm based on attractor
    Li, QY
    Shi, ZP
    Shi, ZZ
    [J]. Adaptive and Natural Computing Algorithms, 2005, : 353 - 356
  • [3] Swarm intelligence clustering algorithm based on attractor
    Li, QY
    Shi, ZP
    Shi, J
    Shi, ZZ
    [J]. ADVANCES IN NATURAL COMPUTATION, PT 3, PROCEEDINGS, 2005, 3612 : 496 - 504
  • [4] An incremental clustering algorithm based on swarm intelligence theory
    Chen, Z
    Meng, QC
    [J]. PROCEEDINGS OF THE 2004 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2004, : 1768 - 1772
  • [5] A clustering algorithm for data mining based on swarm intelligence
    Jin, Peng
    Zhu, Vun-Long
    Hu, Kun-Yuan
    [J]. PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 803 - 807
  • [6] Ant Colony Clustering Algorithm Based on Swarm Intelligence
    Dong Liyan
    Zhang Sainan
    Tian Geng
    Li Yongli
    Cai Guanyan
    [J]. 2013 6TH INTERNATIONAL CONFERENCE ON INTELLIGENT NETWORKS AND INTELLIGENT SYSTEMS (ICINIS), 2013, : 123 - 126
  • [7] CSIM: A document clustering algorithm based on Swarm Intelligence
    Wu, B
    Zheng, Y
    Liu, SH
    Shi, ZZ
    [J]. CEC'02: PROCEEDINGS OF THE 2002 CONGRESS ON EVOLUTIONARY COMPUTATION, VOLS 1 AND 2, 2002, : 477 - 482
  • [8] An Improved Clustering Algorithm Based on Multi-swarm Intelligence
    Zhang, Rongzhi
    Liu, Chenchen
    Liang, Shining
    Zhang, Xueni
    Dong, Wenyu
    Zuo, Wanli
    [J]. 2016 INTERNATIONAL SYMPOSIUM ON COMPUTER, CONSUMER AND CONTROL (IS3C), 2016, : 489 - 492
  • [9] Clustering routing algorithm of wireless sensor network based on swarm intelligence
    Tang, Quan
    Nie, Fang
    [J]. WIRELESS NETWORKS, 2023,
  • [10] Research on Big Data Text Clustering Algorithm Based on Swarm Intelligence
    Li, Xiaorong
    Shu, Zhinian
    [J]. WIRELESS COMMUNICATIONS & MOBILE COMPUTING, 2022, 2022