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Journal Articles International journal of bifurcation and chaos in applied sciences and engineering Year : 2010

A view of Neural Networks as dynamical systems

Abstract

We consider neural networks from the point of view of dynamical systems theory. In this spirit we review recent results dealing with the following questions, adressed in the context of specific models. 1. Characterizing the collective dynamics; 2. Statistical analysis of spikes trains; 3. Interplay between dynamics and network structure; 4. Effects of synaptic plasticity.

Dates and versions

inria-00534326 , version 1 (09-11-2010)

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Bruno Cessac. A view of Neural Networks as dynamical systems. International journal of bifurcation and chaos in applied sciences and engineering , 2010, 20 (6), pp.1585-1629. ⟨10.1142/S0218127410026721⟩. ⟨inria-00534326⟩
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