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
  • [21] An Efficient Preprocessing Methodology for Discovering Patterns and Clustering of Web Users Using a Dynamic ART1 Neural Network
    Ramya, C.
    Kavitha, G.
    COMPUTER NETWORKS AND INTELLIGENT COMPUTING, 2011, 157 : 198 - +
  • [22] CORRECTIONS - STATE OF ART1
    CULBERTSON, RG
    JOURNAL OF CRIMINAL JUSTICE, 1977, 5 (01) : 39 - 46
  • [23] ART1: Similarity Measures
    Ei Ei Khin
    Amarottam Shrestha
    R. Sadananda
    Neural Processing Letters, 1997, 6 : 109 - 117
  • [24] New York art, Pittsburgh art, 'Art1'
    Carrier, D
    JOURNAL OF AESTHETIC EDUCATION, 2003, 37 (03): : 99 - 104
  • [25] Implementation of ART1 and ART2 artificial neural networks on ring and mesh architectures
    Ghare, GD
    Patnaik, LM
    INTERNATIONAL JOURNAL OF HIGH SPEED COMPUTING, 1997, 9 (01): : 41 - 56
  • [26] Modified ART1 Neural networks for Cell Formation using Production Data
    Ponnambalam, S. G.
    SudhakaraPandian, R.
    Mahapatra, S. S.
    Saravanasankar, S.
    2008 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING, VOLS 1 AND 2, 2008, : 603 - +
  • [27] Machine-part family formation utilizing an ART1 neural network implemented on a parallel neuro-computer
    Enke, D
    Ratanapan, K
    Dagli, C
    COMPUTERS & INDUSTRIAL ENGINEERING, 1998, 34 (01) : 189 - 205
  • [28] Improved CMAC neural network algorithm
    Liu, Hui
    Xu, Xiaoming
    Zhang, Zhongjun
    Zidonghua Xuebao/Acta Automatica Sinica, 1997, 23 (04): : 482 - 488
  • [29] On the quality of ART1 text clustering
    Massey, L
    NEURAL NETWORKS, 2003, 16 (5-6) : 771 - 778
  • [30] An improved training algorithm for feedforward neural network learning based on terminal attractors
    Xinghuo Yu
    Bin Wang
    Batsukh Batbayar
    Liuping Wang
    Zhihong Man
    Journal of Global Optimization, 2011, 51 : 271 - 284