Storage capacity of the Hopfield neural network

被引:3
|
作者
Zheng, JC
Chen, JY
Shuai, JW
Cai, SH
Wang, RZ
机构
[1] CCAST, World Lab, Beijing 100080, Peoples R China
[2] Xiamen Univ, Dept Phys, Xiamen 361005, Peoples R China
来源
PHYSICA A | 1997年 / 246卷 / 3-4期
基金
中国国家自然科学基金;
关键词
neural network; storage capacity; normal distribution;
D O I
10.1016/S0378-4371(97)00359-2
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In this paper, a new approximate formula to probability integral is deduced using theoretical analysis combining with computer numerical simulation. The absolute storage capacity of the Hopfield neural network is analyzed with this approximate formula and a more strict result is obtained.
引用
收藏
页码:313 / 319
页数:7
相关论文
共 50 条
  • [21] Study on the capacity of hopfield neural networks
    School of Electronics and Information Engineering, Harbin Institute of Technology, Harbin, China
    Inf. Technol. J., 2008, 4 (684-688):
  • [22] Quantum Hopfield neural network
    Rebentrost, Patrick
    Bromley, Thomas R.
    Weedbrook, Christian
    Lloyd, Seth
    PHYSICAL REVIEW A, 2018, 98 (04)
  • [23] Hybrid Hopfield Neural Network
    Cursino C.
    Dias L.A.V.
    SN Computer Science, 5 (2)
  • [24] The hysteretic Hopfield neural network
    Bharitkar, S
    Mendel, JM
    IEEE WORLD CONGRESS ON COMPUTATIONAL INTELLIGENCE, 1998, : 1634 - 1639
  • [25] RELAXATION BY THE HOPFIELD NEURAL NETWORK
    YU, SS
    TSAI, WH
    PATTERN RECOGNITION, 1992, 25 (02) : 197 - 209
  • [26] The hysteretic Hopfield neural network
    Bharitkar, S
    Mendel, JM
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2000, 11 (04): : 879 - 888
  • [27] High storage capacity architecture for pattern recognition using an array of Hopfield neural networks
    Seow, MJ
    Asari, VK
    30TH APPLIED IMAGERY PATTERN RECOGNITION WORKSHOP, PROCEEDINGS: ANALYSIS AND UNDERSTANDING OF TIME VARYING IMAGERY, 2001, : 169 - 174
  • [28] Stability of equilibrium points and storage capacity of Hopfield neural networks with higher order nonlinearity
    Rajati, Mohammad Reza
    Menhaj, Mohammad Bagher
    2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 3499 - +
  • [29] The storage capacity of the Hopfield model and moderate deviations
    Löwe, M
    Vermet, F
    STATISTICS & PROBABILITY LETTERS, 2005, 75 (04) : 237 - 248
  • [30] Storage capacity of extremely diluted Hopfield Model
    Akcan, B
    Gündüç, Y
    INTERNATIONAL JOURNAL OF MODERN PHYSICS C, 2004, 15 (03): : 393 - 401