Large competitive networks

被引：8

作者：

Bennett, Adam ^{[1
]}

机构：

[1] Univ Oxford, Dept Expt Psychol, Oxford OX1 3UD, England

来源：

NETWORK-COMPUTATION IN NEURAL SYSTEMS | 1990年 / 1卷 / 04期

基金：

英国医学研究理事会;

关键词：

D O I：

10.1088/0954-898X/1/4/005

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

An idealized model of a competitive neural network is studied to illustrate some of the important features which determine the large-scale behaviour of self-organizing networks. Simulations of the model are presented. A performance measure is introduced to obtain a more systematic understanding of the effects of changing the parameters of the model. Theoretical attempts to predict the behaviour of this type of network are described.

引用

页码：449 / 462

页数：14

共 10 条

[1] SPIN-GLASS MODELS OF NEURAL NETWORKS [J].

AMIT, DJ ;

GUTFREUND, H .

PHYSICAL REVIEW A, 1985, 32 (02) :1007-1018

[2] STATISTICAL-MECHANICS OF NEURAL NETWORKS NEAR SATURATION [J].

AMIT, DJ ;

GUTFREUND, H ;

SOMPOLINSKY, H .

ANNALS OF PHYSICS, 1987, 173 (01) :30-67

[3] AN EXACTLY SOLVABLE MODEL FOR COMPETITIVE NETWORKS [J].

BENNETT, A .

JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1989, 22 (12) :2047-2056

[4] COGNITRON - SELF-ORGANIZING MULTILAYERED NEURAL NETWORK [J].

FUKUSHIMA, K .

BIOLOGICAL CYBERNETICS, 1975, 20 (3-4) :121-136

[5] ADAPTIVE PATTERN-CLASSIFICATION AND UNIVERSAL RECODING .1. PARALLEL DEVELOPMENT AND CODING OF NEURAL FEATURE DETECTORS [J].

GROSSBERG, S .

BIOLOGICAL CYBERNETICS, 1976, 23 (03) :121-134

[6]

KOHONEN T, 1982, P 6 INT C PATT REC

[7]

ROLLS ET, 1989, COMPETITIVE NEURONAL

[8]

RUMELHART DE, 1985, PARALLEL DISTRIBUTED, P151

[9] ASSOCIATIVE LONG-TERM DEPRESSION IN THE HIPPOCAMPUS INDUCED BY HEBBIAN COVARIANCE [J].

STANTON, PK ;

SEJNOWSKI, TJ .

NATURE, 1989, 339 (6221) :215-218

[10]

von der Malsburg C, 1973, Kybernetik, V14, P85

← 1 →