An improved ART1 neural network learning algorithm

被引:0
|
作者
Sang, Qingbing [1 ]
Yin, Ying [1 ]
机构
[1] So Yangyze Univ, Informat Engn Sch, Wuxi 214122, Peoples R China
关键词
neural network; Adaptive Resonance Theory; pattern classification; pattern drifting;
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
Since inadequacy exists in the traditional ART1 neural network, an improved calculating method of similarity is proposed. This method considers the corresponding position value of the two vectors at the same time, thus avoiding different results of similarity because of different inputting sequence of the two vectors in the ART1 neural network. In order to solve the pattern-drifting problem of ART1 neural network, the principle of minority subordinate to majority is proposed to reduce the occurrence of this type of problem, improving the application effect of ART1 neural network.
引用
收藏
页码:808 / 811
页数:4
相关论文
共 50 条
  • [41] Fractional cell formation in group technology using modified ART1 neural networks
    Venkumar, P
    Haq, AN
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2006, 28 (7-8): : 761 - 765
  • [42] Learning algorithm of symbolic neural network
    Zhejiang Univ, Hangzhou, China
    Tien Tzu Hsueh Pao, 8 (90-93):
  • [43] AN EVALUATION OF ART1 NEURAL MODELS FOR GT PART FAMILY AND MACHINE CELL FORMING
    LIAO, TW
    CHEN, LJ
    JOURNAL OF MANUFACTURING SYSTEMS, 1993, 12 (04) : 282 - 290
  • [44] On Neural Network Online Learning Algorithm
    Zuev, D. V.
    Garbaruk, V. V.
    Khodakovsky, V. A.
    Fedorchuk, P. E.
    Blagoveshchenskaya, E. A.
    Kunets, D. S.
    PROCEEDINGS OF THE XIX IEEE INTERNATIONAL CONFERENCE ON SOFT COMPUTING AND MEASUREMENTS (SCM 2016), 2016, : 279 - 280
  • [45] Application of Improved Algorithm of BP Neural Network
    Shi, Qingzi
    Zeng, Zhicheng
    Tang, Jiaxuan
    ADVANCED INTELLIGENT TECHNOLOGIES FOR INDUSTRY, 2022, 285 : 163 - 168
  • [46] A New improved BP Neural Network Algorithm
    Li Xiaoyuan
    Bin, Qi
    Lu, Wang
    ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL I, PROCEEDINGS, 2009, : 19 - 22
  • [47] An Improved Pruning Algorithm for Fuzzy Neural Network
    Ai Fangju
    INFORMATION TECHNOLOGY APPLICATIONS IN INDUSTRY II, PTS 1-4, 2013, 411-414 : 2031 - 2036
  • [48] Improved algorithm for fuzzy neural network controller
    Li, H.Y.
    Wu, J.Q.
    Zhang, F.E.
    Gaojishu Tongxin/High Technology Letters, 2001, 11 (04):
  • [49] Computer public course teaching based on improved machine learning and neural network algorithm
    Cao, Jingxin
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2021, 40 (04) : 6865 - 6876
  • [50] Computer public course teaching based on improved machine learning and neural network algorithm
    Cao, Jingxin
    Journal of Intelligent and Fuzzy Systems, 2021, 40 (04): : 6865 - 6876