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inria-00636532, version 1

No clock to rule them all

Wahiba Taouali () 1, Thierry Vieville () 1, Nicolas P. Rougier () 1, Frédéric Alexandre () 1

Journal of Physiology - Paris 105, 1-3 (2011) 83-90

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.

  • 1:  CORTEX (INRIA Lorraine - LORIA)
  • INRIA – CNRS : UMR7503 – Université Henri Poincaré - Nancy I – Université Nancy II – Institut National Polytechnique de Lorraine (INPL)
  • Domain : Computer Science/Neural and Evolutionary Computing
    Computer Science/Numerical Analysis
  • Keywords : Neural networks – Central clock – Dynamic neural fields – Asynchronous computation – Numerical methods
 
  • inria-00636532, version 1
  • oai:hal.inria.fr:inria-00636532
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  • Submitted on: Thursday, 27 October 2011 16:27:58
  • Updated on: Tuesday, 6 March 2012 17:08:19