DYNAMICS AND NEURAL NETWORK COMPUTATION

被引:0
|
作者
HOPFIELD, JJ
机构
关键词
D O I
暂无
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
Computation is carried out by the motion of the state of a dynamical system. This description unites digital and "neural network" computation. The use of an energy function to understand and to program batch mode computation on feedback networks is reviewed. Recognizing words in continuous speech illustrates the use of a compound network to solve a real-world problem where data arrive continuously over time. A new tool, a Lagrangian formulation, is introduced for studying networks which oscillate, and as a means for formulating problems which need to optimize functional integrals.
引用
收藏
页码:633 / 644
页数:12
相关论文
共 50 条
  • [31] Reduction of training computation by network optimization of Integration Neural Network approximator
    Iwata, Yoshiharu
    Wakamatsu, Hidefumi
    2023 IEEE/SICE INTERNATIONAL SYMPOSIUM ON SYSTEM INTEGRATION, SII, 2023,
  • [32] Neural network computation with DNA strand displacement cascades
    Qian, Lulu
    Winfree, Erik
    Bruck, Jehoshua
    NATURE, 2011, 475 (7356) : 368 - 372
  • [33] Understanding the computation of time using neural network models
    Bi, Zedong
    Zhou, Changsong
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2020, 117 (19) : 10530 - 10540
  • [34] Automating stock prediction with neural network and evolutionary computation
    Ao, SI
    INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING, 2003, 2690 : 203 - 210
  • [35] Hybrid Stochastic Number and Its Neural Network Computation
    Li, Hongge
    Chen, Yuhao
    IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, 2024, 32 (03) : 432 - 441
  • [36] Artificial Neural Network computation on graphic process unit
    Luo, ZW
    Liu, HZ
    Wu, XC
    Proceedings of the International Joint Conference on Neural Networks (IJCNN), Vols 1-5, 2005, : 622 - 626
  • [37] A neural network regression model for relative dose computation
    Wu, XG
    Zhu, YP
    PHYSICS IN MEDICINE AND BIOLOGY, 2000, 45 (04): : 913 - 922
  • [38] GuardianMPC: Backdoor-Resilient Neural Network Computation
    Hashemi, Mohammad
    Forte, Domenic
    Ganji, Fatemeh
    IEEE ACCESS, 2025, 13 : 11029 - 11048
  • [39] ANALOG COMPUTATION USING VLSI NEURAL NETWORK DEVICES
    BROWNLOW, MJ
    TARASSENKO, L
    MURRAY, AF
    ELECTRONICS LETTERS, 1990, 26 (16) : 1297 - 1299
  • [40] Research on the Genetic Neural Network for the Computation of Ship Resistance
    Chen Ai-guo
    Ye Jia-wei
    PROCEEDINGS OF THE 2009 INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND NATURAL COMPUTING, VOL I, 2009, : 366 - 369