OPTIMAL CAPACITY OF GRADED-RESPONSE PERCEPTRONS

被引：11

作者：

BOLLE, D ^{[1
]}

KUHN, R ^{[1
]}

VANMOURIK, J ^{[1
]}

机构：

[1] UNIV HEIDELBERG,INST THEORET PHYS,W-6900 HEIDELBERG,GERMANY

来源：

JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL | 1993年 / 26卷 / 13期

关键词：

D O I：

10.1088/0305-4470/26/13/019

中图分类号：

O4 [物理学];

学科分类号：

0702 ;

摘要：

Optimal capacities of perceptrons with graded input-output relations are computed within the Gardner approach. The influence of desired output precision, stability with respect to input errors, and output-pattern statistics are analysed and discussed.

引用

页码：3149 / 3158

页数：10

共 23 条

[1]

Amit D. J., 1989, MODELING BRAIN FUNCT

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

AMIT, DJ ;

GUTFREUND, H ;

SOMPOLINSKY, H .

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

[3]

BOLLE D, 1992, PHYSICA A, V185, P357, DOI 10.1016/0378-4371(92)90475-6

[4] THE OPTIMAL STORAGE CAPACITY FOR A NEURAL NETWORK WITH MULTISTATE NEURONS [J].

BOLLE, D ;

DUPONT, P ;

VANMOURIK, J .

EUROPHYSICS LETTERS, 1991, 15 (08) :893-898

[5]

BOLLE D, UNPUB

[6] GENERALIZATION ABILITY OF PERCEPTRONS WITH CONTINUOUS OUTPUTS [J].

BOS, S ;

KINZEL, W ;

OPPER, M .

PHYSICAL REVIEW E, 1993, 47 (02) :1384-1391

[7] QUENCHED VERSUS ANNEALED DILUTION IN NEURAL NETWORKS [J].

BOUTEN, M ;

ENGEL, A ;

KOMODA, A ;

SERNEELS, R .

JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1990, 23 (20) :4643-4657

[8] GEOMETRICAL AND STATISTICAL PROPERTIES OF SYSTEMS OF LINEAR INEQUALITIES WITH APPLICATIONS IN PATTERN RECOGNITION [J].

COVER, TM .

IEEE TRANSACTIONS ON ELECTRONIC COMPUTERS, 1965, EC14 (03) :326-&

[9] OPTIMAL STORAGE PROPERTIES OF NEURAL NETWORK MODELS [J].

GARDNER, E ;

DERRIDA, B .

JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1988, 21 (01) :271-284

[10] THE SPACE OF INTERACTIONS IN NEURAL NETWORK MODELS [J].

GARDNER, E .

JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1988, 21 (01) :257-270

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