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Advanced Models of Neural Networks

Nonlinear Dynamics and Stochasticity in Biological Neurons

By: Gerasimos G. Rigatos

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Hardcover | 9 September 2014

At a Glance

Hardcover
300 Pages

Dimensions(cm)
23.39 x 15.6 x 1.75

Hardcover

$210.72

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This book provides a complete study on neural structures exhibiting nonlinear and stochastic dynamics, elaborating on neural dynamics by introducing advanced models of neural networks. It overviews the main findings in the modelling of neural dynamics in terms of electrical circuits and examines their stability properties with the use of dynamical systems theory.

It is suitable for researchers and postgraduate students engaged with neural networks and dynamical systems theory.

Industry Reviews

"Several chapters deal with standard questions like control, synchronization, and estimation. Rigatos uses a clever linearization technique, and then applies variants of linear control techniques to solve these problems for nonlinear models. ... I recommend this book to those interested in neural nets who won't be put off by the density of the mathematics." (Paul Cull, Computing Reviews, December, 2014)

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