Extreme value behavior in the Hopfield model

Citation
A. Bovier et Dm. Mason, Extreme value behavior in the Hopfield model, ANN APPL PR, 11(1), 2001, pp. 91-120
Citations number
31
Categorie Soggetti
Mathematics
Journal title
ANNALS OF APPLIED PROBABILITY
ISSN journal
10505164 → ACNP
Volume
11
Issue
1
Year of publication
2001
Pages
91 - 120
Database
ISI
SICI code
1050-5164(200102)11:1<91:EVBITH>2.0.ZU;2-J
Abstract
We study a Hopfield model whose number of patterns M grows to infinity with the system size N, in such a way that M(N)(2) log M(N)IN tends to zero. In this model the unbiased Gibbs state in volume N can essentially be decompo sed into M(N) pairs of disjoint measures. We investigate the distributions of the corresponding weights, and show, in particular, that these weights c oncentrate for any given N very closely to one of the pairs, with probabili ty tending to 1. Our analysis is based upon a new result on the asymptotic distribution of order statistics of certain correlated exchangeable random variables.