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
  • [31] On the storage capacity of the Hopfield model with biased patterns
    Löwe, M
    IEEE TRANSACTIONS ON INFORMATION THEORY, 1999, 45 (01) : 314 - 318
  • [32] An Analysis of the Local Optima Storage Capacity of Hopfield Network Based Fitness Function Models
    Swingler, Kevin
    Smith, Leslie
    TRANSACTIONS ON COMPUTATIONAL COLLECTIVE INTELLIGENCE XVII, 2014, 8790 : 248 - 271
  • [33] On the storage capacity of Hopfield models with correlated patterns
    Löwe, M
    ANNALS OF APPLIED PROBABILITY, 1998, 8 (04): : 1216 - 1250
  • [34] CRITICAL STORAGE CAPACITY OF THE J = +/-1 NEURAL NETWORK
    KRAUTH, W
    OPPER, M
    JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1989, 22 (11): : L519 - L523
  • [35] THE OPTIMAL STORAGE CAPACITY FOR A NEURAL NETWORK WITH MULTISTATE NEURONS
    BOLLE, D
    DUPONT, P
    VANMOURIK, J
    EUROPHYSICS LETTERS, 1991, 15 (08): : 893 - 898
  • [36] STORAGE CAPACITY OF A DILUTED NEURAL NETWORK WITH ISING COUPLINGS
    BOUTEN, M
    KOMODA, A
    SERNEELS, R
    JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1990, 23 (12): : 2605 - 2612
  • [37] STORAGE CAPACITY OF A MULTILAYER NEURAL NETWORK WITH BINARY WEIGHTS
    BARKAI, E
    KANTER, I
    EUROPHYSICS LETTERS, 1991, 14 (02): : 107 - 112
  • [38] ANALYTIC STUDY OF MEMORY STORAGE CAPACITY OF A NEURAL NETWORK
    LITTLE, WA
    SHAW, GL
    MATHEMATICAL BIOSCIENCES, 1978, 39 (3-4) : 281 - 290
  • [39] Enhanced storage capacity with errors in scale-free Hopfield neural networks: An analytical study
    Kim, Do-Hyun
    Park, Jinha
    Kahng, Byungnam
    PLOS ONE, 2017, 12 (10):
  • [40] Forms of adapting patterns to hopfield neural networks with larger number of nodes and higher storage capacity
    Oliveira, CS
    Hernandez, ED
    2004 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, PROCEEDINGS, 2004, : 937 - 942