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On the storage of correlated patterns in Hopfield's model

Fontanari, J. F. and Theumann, W. K. (1990) On the storage of correlated patterns in Hopfield's model. Journal de Physique, 51 (5). pp. 375-386. ISSN 0302-0738. doi:10.1051/jphys:01990005105037500. https://resolver.caltech.edu/CaltechAUTHORS:20200424-093108323

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Abstract

The effects of storing p statistically independent but effectively correlated patterns in the Hopfield model of associative memory are studied. This leads us to propose a local learning rule which by enhancing the differences among the patterns allows the network to store them with an efficiency comparable to nonlocal learning rules.


Item Type:Article
Related URLs:
URLURL TypeDescription
https://doi.org/10.1051/jphys:01990005105037500DOIArticle
Additional Information:© 1990 Société Française de Physique.
Subject Keywords:content addressable storage; learning systems; neural nets
Issue or Number:5
Classification Code:PACS: 0705M - Neural networks, fuzzy logic, artificial intelligence
DOI:10.1051/jphys:01990005105037500
Record Number:CaltechAUTHORS:20200424-093108323
Persistent URL:https://resolver.caltech.edu/CaltechAUTHORS:20200424-093108323
Official Citation:On the storage of correlated patterns in Hopfield's model. J.F. Fontanari et W.K. Theumann. J. Phys. France, 51 5 (1990) 375-386; DOI: https://doi.org/10.1051/jphys:01990005105037500
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:102770
Collection:CaltechAUTHORS
Deposited By: Tony Diaz
Deposited On:24 Apr 2020 16:44
Last Modified:16 Nov 2021 18:15

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