Convergence Properties of Learning in ART1

被引:12
|
作者
Georgiopoulos, Michael [1 ]
Heileman, Gregory L. [2 ]
Huang, Juxin [1 ]
机构
[1] Univ Cent Florida, Dept Elect Engn, Orlando, FL 32816 USA
[2] Univ New Mexico, Dept Elect & Comp Engn, Albuquerque, NM 87131 USA
关键词
D O I
10.1162/neco.1990.2.4.502
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We consider the ART1 neural network architecture. It is shown that in the fast learning case, an ART1 network that is repeatedly presented with an arbitrary list of binary input patterns, self-stabilizes the recognition code of every size-l pattern in at most l list presentations.
引用
收藏
页码:502 / 509
页数:8
相关论文
共 50 条
  • [21] Manufacturing cell formation using modified ART1 networks
    Venkumar, P
    Haq, AN
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2005, 26 (7-8): : 909 - 916
  • [22] An Improved ART1 Neural Network Algorithm for Character Recognition
    Peng Li
    Ma Xianxi
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 2946 - 2949
  • [23] Manufacturing cell formation using modified ART1 networks
    P. Venkumar
    A. Noorul Haq
    The International Journal of Advanced Manufacturing Technology, 2005, 26 : 909 - 916
  • [24] Charles Csuri: The statistics as an interactive work of art1 (1975)
    Csuri, Charles
    INFORMACIOS TARSADALOM, 2009, 9 (01): : 10 - 30
  • [25] The influence of ART1 parameters setting on the behavior of layer 2
    Chen, Z
    Cai, ZX
    Li, ZW
    Wang, XH
    PROCEEDINGS OF 2005 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-9, 2005, : 4805 - 4808
  • [26] Using ART1 neural networks to determine clustering tendency
    Massey, L
    APPLICATIONS AND SCIENCE IN SOFT COMPUTING, 2004, : 17 - 22
  • [27] An ART1 Based Algorithm for Cell Formation with Sequence Data
    Pandian, R. Sudhakara
    Saravanasankar, S.
    Mahapatra, S. S.
    Ponnambalam, S. G.
    2008 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), VOLS 1-6, 2008, : 1865 - +
  • [28] HYBRID OPTOELECTRONIC ADAPTIVE RESONANCE THEORY NEURAL PROCESSOR, ART1
    CAUDELL, TP
    APPLIED OPTICS, 1992, 31 (29): : 6220 - 6229
  • [29] 基于ART1改进算法的汉字分类研究
    代小娟
    林小竹
    周小正
    北京石油化工学院学报, 2009, 17 (01) : 38 - 42
  • [30] 应用ART1神经网络仿真车间分组
    杨宏波
    王东成
    航空精密制造技术, 2003, (06) : 11 - 14