A Classification Method Based on Improved Quantum-behaved Particle Swarm Optimization

被引:0
|
作者
Zhang, Yugang [1 ]
Xiao, Shisong [1 ]
Liu, Wei [1 ]
Li, Xiaoxu [1 ]
机构
[1] Huazhong Normal Univ, Dept Comp Sci, Wuhan 430079, Hubei, Peoples R China
关键词
Data mining; Quantum-behaved particle swarm; Classification; Rule extraction;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This paper introduces the "Absorbing Walls" and the multi-phase theory to improve Quantum-behaved Particle Swarm Optimization algorithm and applies it to solve complex problem of classification. In the process of classification, the double fitness functions are used to increase the precise of classification rules got. The result of experimentation shows that not only the efficiency of this improved optimization algorithm is increased, but also the accuracy rate of classification is high.
引用
收藏
页码:421 / 425
页数:5
相关论文
共 50 条
  • [1] An improved quantum-behaved particle swarm optimization algorithm
    Panchi Li
    Hong Xiao
    Applied Intelligence, 2014, 40 : 479 - 496
  • [2] An improved quantum-behaved particle swarm optimization algorithm
    Li, Panchi
    Xiao, Hong
    APPLIED INTELLIGENCE, 2014, 40 (03) : 479 - 496
  • [3] An Improved Quantum-Behaved Particle Swarm Optimization Algorithm
    Yang, Jie
    Xie, Jiahua
    2010 2ND INTERNATIONAL ASIA CONFERENCE ON INFORMATICS IN CONTROL, AUTOMATION AND ROBOTICS (CAR 2010), VOL 2, 2010, : 159 - 162
  • [4] An improved cooperative quantum-behaved particle swarm optimization
    Li, Yangyang
    Xiang, Rongrong
    Jiao, Licheng
    Liu, Ruochen
    SOFT COMPUTING, 2012, 16 (06) : 1061 - 1069
  • [5] An improved cooperative quantum-behaved particle swarm optimization
    Yangyang Li
    Rongrong Xiang
    Licheng Jiao
    Ruochen Liu
    Soft Computing, 2012, 16 : 1061 - 1069
  • [6] An Improved Quantum-behaved Particle Swarm Optimization based on Lagrange Multiplier
    Luo, Ping
    Yang, Ya
    Sun, Zuoxiao
    2015 11TH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION (ICNC), 2015, : 275 - 280
  • [7] A New Improved Quantum-behaved Particle Swarm Optimization Model
    Huang, Zhen
    Wang, Yongji
    Yang, Chuanjiang
    Wu, Chaozhong
    ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 1551 - +
  • [8] Quantum-behaved particle swarm optimization based on solitons
    Saeed Fallahi
    Mohamadreza Taghadosi
    Scientific Reports, 12
  • [9] An Improved Quantum-Behaved Particle Swarm Optimization for Endmember Extraction
    Du, Bo
    Wei, Qiuci
    Liu, Rong
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2019, 57 (08): : 6003 - 6017
  • [10] Quantum-behaved particle swarm optimization based on solitons
    Fallahi, Saeed
    Taghadosi, Mohamadreza
    SCIENTIFIC REPORTS, 2022, 12 (01)