The storage capacity of the Hopfield model and moderate deviations

This note relates the storage capacity of the Hopfield model of neural networks with possibly correlated patterns to a moderate deviation upper bound for the empirical correlation of the patterns. Examples are, among others, independent patterns with spins that are correlated as in an Ising model or as in a Curie-Weiss model.

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Year of publication:	2005
Authors:	Löwe, Matthias ; Vermet, Franck
Published in:	Statistics & Probability Letters. - Elsevier, ISSN 0167-7152. - Vol. 75.2005, 4, p. 237-248
Publisher:	Elsevier
Keywords:	Hopfield model Neural networks Storage capacity Moderate deviations Large deviations Spin glasses

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Type of publication:	Article
Source:	RePEc - Research Papers in Economics

Persistent link: https://ebvufind01.dmz1.zbw.eu/10005319921