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Mutual information and topology 2: Symmetric network

Authors :
Koroutchev, Kostadin
Domínguez, David
Serrano, Eduardo
Rodríguez, Francisco de Borja
UAM. Departamento de Ingeniería Informática
Neurocomputación Biológica (ING EPS-005)
Source :
Scopus-Elsevier, Biblos-e Archivo. Repositorio Institucional de la UAM, instname, Advances in Neural Networks – ISNN 2004 ISBN: 9783540228417, ISNN (1)

Abstract

Proceedings of International Symposium on Neural Networks, Dalian, China, August 2004, Part I<br />The final publication is available at Springer via http://dx.doi.org/10.1007/978-3-540-28647-9_4<br />Following Gardner, we calculate the information capacity and other phase transition related parameters for a symmetric Hebb network with small word topology in mean-field approximation. It was found that the topology dependence can be described by very small number of parameters, namely the probability of existence of loops with given length. In the case of small world topology, closed algebraic set of equations with only three parameters was found that is easily to be solved.<br />Supported by the Spanish MCyT BFI-2003-07276 and TIC 2002-572-C02.

Details

ISBN :
978-3-540-22841-7
ISBNs :
9783540228417
Database :
OpenAIRE
Journal :
Scopus-Elsevier, Biblos-e Archivo. Repositorio Institucional de la UAM, instname, Advances in Neural Networks – ISNN 2004 ISBN: 9783540228417, ISNN (1)
Accession number :
edsair.doi.dedup.....e9b550b7b6825615ed96fbd8e34aaade