LARGE DEVIATION PRINCIPLES FOR THE HOPFIELD MODEL AND THE KAC-HOPFIELD MODEL

被引:14
|
作者
BOVIER, A [1 ]
GAYRARD, V [1 ]
PICCO, P [1 ]
机构
[1] CNRS,CTR PHYS THEOR,F-13288 MARSEILLE 9,FRANCE
关键词
D O I
10.1007/BF01202783
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
We study the Kac version of the Hopfield model and prove a Lebowitz-Penrose theorem for the distribution of the overlap parameters. At the same time, we prove a large deviation principle for the standard Hopfield model with infinitely many patterns.
引用
收藏
页码:511 / 546
页数:36
相关论文
共 50 条
  • [21] RIGOROUS RESULTS FOR THE HOPFIELD MODEL
    TALAGRAND, M
    COMPTES RENDUS DE L ACADEMIE DES SCIENCES SERIE I-MATHEMATIQUE, 1995, 321 (01): : 109 - 112
  • [22] On Sparse Modern Hopfield Model
    Hu, Jerry Yao-Chieh
    Yang, Donglin
    Wu, Dennis
    Xu, Chenwei
    Chen, Bo-Yu
    Liu, Han
    ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 36 (NEURIPS 2023), 2023,
  • [23] A perturbative expansion for the Hopfield model
    Shcherbina, M
    Tirozzi, B
    HELVETICA PHYSICA ACTA, 1995, 68 (05): : 470 - 491
  • [24] ON THE CONVERGENCE PROPERTIES OF THE HOPFIELD MODEL
    BRUCK, J
    PROCEEDINGS OF THE IEEE, 1990, 78 (10) : 1579 - 1585
  • [25] GROWTH OF CORRELATION IN THE HOPFIELD MODEL
    SEN, P
    JOURNAL OF STATISTICAL PHYSICS, 1992, 67 (1-2) : 413 - 417
  • [26] On the free energy of the hopfield model
    G. R. Guerberoff
    G. A. Raggio
    Journal of Statistical Physics, 1997, 87 : 333 - 361
  • [27] Rigourous results for the Hopfield model
    Talagrand, M.
    Comptes Rendus De L'Academie Des Sciences. Serie I, Mathematique, 321 (01):
  • [28] On the Hopfield model at the critical temperature
    Talagrand, M
    PROBABILITY THEORY AND RELATED FIELDS, 2001, 121 (02) : 237 - 268
  • [29] Domain dynamics in Hopfield model
    Kryzhanovsky, Mikhail V.
    Magomedov, Bashir M.
    Fonarev, Anatoly B.
    Kryzhanovsky, Boris V.
    2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 3249 - +
  • [30] CATEGORIZATION AND GENERALIZATION IN THE HOPFIELD MODEL
    BRANCHTEIN, MC
    ARENZON, JJ
    JOURNAL DE PHYSIQUE I, 1992, 2 (11): : 2019 - 2024