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No clock to rule them all

Identifieur interne : 002131 ( Main/Exploration ); précédent : 002130; suivant : 002132

No clock to rule them all

Auteurs : Wahiba Taouali [France] ; Thierry Vieville [France] ; Nicolas P. Rougier [France] ; Frédéric Alexandre [France]

Source :

RBID : Hal:inria-00636532

English descriptors

Abstract

This article introduces general concepts and definitions related to the notion of asynchronous computation in the framework of artificial neural networks. Using the dynamic field theory as an illustrative example, we explain why one may want to perform such asynchronous computation and how one can implement it since this computational scheme draws several consequences on both the trajectories and the stability of the whole system. After giving an unequivocal definition of asynchronous computation, we present a few practically usable methods and quantitative bounds that can guarantee most of the mesoscopic properties of the system.

Url:
DOI: 10.1016/j.jphysparis.2011.08.005


Affiliations:


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</sourceDesc>
</fileDesc>
<profileDesc>
<textClass>
<keywords scheme="mix" xml:lang="en">
<term>Asynchronous computation</term>
<term>Central clock</term>
<term>Dynamic neural fields</term>
<term>Neural networks</term>
<term>Numerical methods</term>
</keywords>
</textClass>
</profileDesc>
</teiHeader>
<front>
<div type="abstract" xml:lang="en">This article introduces general concepts and definitions related to the notion of asynchronous computation in the framework of artificial neural networks. Using the dynamic field theory as an illustrative example, we explain why one may want to perform such asynchronous computation and how one can implement it since this computational scheme draws several consequences on both the trajectories and the stability of the whole system. After giving an unequivocal definition of asynchronous computation, we present a few practically usable methods and quantitative bounds that can guarantee most of the mesoscopic properties of the system.</div>
</front>
</TEI>
<affiliations>
<list>
<country>
<li>France</li>
</country>
<region>
<li>Grand Est</li>
<li>Lorraine (région)</li>
</region>
<settlement>
<li>Nancy</li>
</settlement>
<orgName>
<li>Institut national polytechnique de Lorraine</li>
<li>Université Nancy 2</li>
<li>Université de Lorraine</li>
</orgName>
</list>
<tree>
<country name="France">
<region name="Grand Est">
<name sortKey="Taouali, Wahiba" sort="Taouali, Wahiba" uniqKey="Taouali W" first="Wahiba" last="Taouali">Wahiba Taouali</name>
</region>
<name sortKey="Alexandre, Frederic" sort="Alexandre, Frederic" uniqKey="Alexandre F" first="Frédéric" last="Alexandre">Frédéric Alexandre</name>
<name sortKey="Rougier, Nicolas P" sort="Rougier, Nicolas P" uniqKey="Rougier N" first="Nicolas P." last="Rougier">Nicolas P. Rougier</name>
<name sortKey="Vieville, Thierry" sort="Vieville, Thierry" uniqKey="Vieville T" first="Thierry" last="Vieville">Thierry Vieville</name>
</country>
</tree>
</affiliations>
</record>

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