QUALITY AND EFFICIENCY OF RETRIEVAL FOR WILLSHAW-LIKE AUTOASSOCIATIVE NETWORKS .2. RECOGNITION

被引：7

作者：

FROLOV, A

KARTASHOV, A

GOLTSEV, A

FOLK, R

机构：

来源：

NETWORK-COMPUTATION IN NEURAL SYSTEMS | 1995年 / 6卷 / 04期

关键词：

D O I：

10.1088/0954-898X/6/4/002

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We study the recognition properties of a modification of the Willshaw associative memory with a Boating threshold analytically for the asymptotic case of large networks and single-step retrieval. The number of spurious stable states and the size of their attraction basins are calculated. Comparison is made with simulations for single- and multistep dynamics. The appropriateness of the recognition procedure based on the remanent overlap is demonstrated.

引用

页码：535 / 549

页数：15

共 14 条

[1] ASSOCIATIVE MEMORY WITH HIGH INFORMATION-CONTENT [J].

BUHMANN, J ;

DIVKO, R ;

SCHULTEN, K .

PHYSICAL REVIEW A, 1989, 39 (05) :2689-2692

[2] INFORMATIONAL CHARACTERISTICS OF NEURAL NETWORKS CAPABLE OF ASSOCIATIVE LEARNING BASED ON HEBBIAN PLASTICITY [J].

FROLOV, AA ;

MURAVEV, IP .

NETWORK-COMPUTATION IN NEURAL SYSTEMS, 1993, 4 (04) :495-536

[3]

FROLOV AA, 1996, NETWORK COMPUTATION

[4]

FROLOV AA, 1996, NETWORK COMPUTATION, V6, P513

[5]

FROLOV AA, 1988, INFROMATIONAL CHARAC

[6] STRUCTURE OF METASTABLE STATES IN THE HOPFIELD MODEL [J].

GARDNER, E .

JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1986, 19 (16) :1047-1052

[7] PARALLEL DYNAMICS OF THE NEURAL NETWORK WITH THE PSEUDOINVERSE COUPLING MATRIX [J].

HENKEL, RD ;

OPPER, M .

JOURNAL OF PHYSICS A-MATHEMATICAL AND GENERAL, 1991, 24 (09) :2201-2218

[8] NEURAL NETWORKS WITH LOW-LEVELS OF ACTIVITY - ISING VS MCCULLOCH-PITTS NEURONS [J].

HORNER, H .

ZEITSCHRIFT FUR PHYSIK B-CONDENSED MATTER, 1989, 75 (01) :133-136

[9]

HUSEK D, 1994, NEURAL NETWORK WORLD, V4, P53

[10] INFINITE-RANGED MODELS OF SPIN-GLASSES [J].

KIRKPATRICK, S ;

SHERRINGTON, D .

PHYSICAL REVIEW B, 1978, 17 (11) :4384-4403

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