Multidirectional associative memory with two hidden layers

被引:5
|
作者
Kobayashi, Masaki [1 ]
Nakajima, Akihiro [1 ]
Kitahara, Michimasa [1 ]
机构
[1] Univ Yamanashi, Kofu, Yamanashi 4008511, Japan
关键词
neural networks; multidirectional associative memory; hidden layer; storage capacity; SYSTEMS;
D O I
10.1002/tee.21855
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Multidirectional Associative Memory (MAM) is an associative memory model that can deal with multiple associations. It can be considered as a generalized Bidirectional Associative Memory (BAM). Multidirectional Associative Memory with a Hidden Layer (MAMH) improves the storage capacity of MAM. However, the improvement is limited. In this paper, we propose Multidirectional Associative Memory with Two Hidden Layers (MAMTH). It can provide, theoretically unlimited, much larger storage capacity. (c) 2013 Institute of Electrical Engineers of Japan. Published by John Wiley & Sons, Inc.
引用
收藏
页码:299 / 300
页数:2
相关论文
共 50 条
  • [1] Chaotic multidirectional associative memory
    Osana, Y
    Hattori, M
    Hagiwara, M
    1997 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, 1997, : 1210 - 1215
  • [2] Improved Chaotic Multidirectional Associative Memory
    Sato, Hiroki
    Osana, Yuko
    ARTIFICIAL NEURAL NETWORKS AND MACHINE LEARNING - ICANN 2016, PT I, 2016, 9886 : 3 - 10
  • [3] Complex-valued Multidirectional Associative Memory
    Kobayashi, Masaki
    Yamazaki, Haruaki
    ELECTRICAL ENGINEERING IN JAPAN, 2007, 159 (01) : 39 - 45
  • [4] Multidirectional associative memory with self-connections
    Furusawa, Shogo
    Kobayashi, Masaki
    IEICE NONLINEAR THEORY AND ITS APPLICATIONS, 2014, 5 (02): : 222 - 234
  • [5] A combined multi-winner multidirectional associative memory
    Huang, Jiongtao
    Hagiwara, Masafumi
    Neurocomputing, 2002, 48 : 369 - 389
  • [6] A combined multi-winner multidirectional associative memory
    Huang, HT
    Hagiwara, M
    NEUROCOMPUTING, 2002, 48 : 369 - 389
  • [7] Multistability in a Multidirectional Associative Memory Neural Network with Delays
    Wang, Min
    Zhou, Tiejun
    JOURNAL OF APPLIED MATHEMATICS, 2013,
  • [8] Chaotic Multidirectional Associative Memory with Adaptive Scaling Factor of Refractoriness
    Hayashi, Nagamasa
    Osana, Yuko
    2015 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2015,
  • [9] Multidirectional Associative Memory Neural Network Circuit Based on Memristor
    Du, Sichun
    Zhang, Zedi
    Li, Jun
    Sun, Chen
    Sun, Jingru
    Hong, Qinghui
    IEEE TRANSACTIONS ON BIOMEDICAL CIRCUITS AND SYSTEMS, 2023, 17 (03) : 433 - 445
  • [10] Impulsive multidirectional associative memory neural networks: New results
    Aouiti, Chaouki
    Ben Rezeg, Mahjouba
    INTERNATIONAL JOURNAL OF BIOMATHEMATICS, 2021, 14 (07)