Brain Dynamics: Synchronization and Activity Patterns in Pulse-coupled Neural Nets with Delays and Noise

Author:   H. Haken
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Edition:   2nd ed.
ISBN:  

9783540462828


Pages:   261
Publication Date:   05 October 2006
Format:   Paperback
Availability:   Out of stock   Availability explained
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Brain Dynamics: Synchronization and Activity Patterns in Pulse-coupled Neural Nets with Delays and Noise


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Overview

This book addresses a large variety of models in mathematical and computational neuroscience. It is written for the experts as well as for graduate students wishing to enter this fascinating field of research. The author studies the behaviour of large neural networks composed of many neurons coupled by spike trains. He devotes the main part to the synchronization problem. He presents neural net models more realistic than the conventional ones by taking into account the detailed dynamics of axons, synapses and dendrites, allowing rather arbitrary couplings between neurons. He gives a complete stable analysis that goes significantly beyond what has been known so far. He also derives pulse-averaged equations including those of the Wilson-Cowan and the Jirsa-Haken-Nunez types and discusses the formation of spatio-temporal neuronal activity patterns. An analysis of phase locking via sinusoidal couplings leading to various kinds of movement coordination is included.

Full Product Details

Author:   H. Haken
Publisher:   Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Imprint:   Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Edition:   2nd ed.
Dimensions:   Width: 15.50cm , Height: 1.40cm , Length: 23.50cm
Weight:   0.376kg
ISBN:  

9783540462828


ISBN 10:   3540462821
Pages:   261
Publication Date:   05 October 2006
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Out of stock   Availability explained
The supplier is temporarily out of stock of this item. It will be ordered for you on backorder and shipped when it becomes available.

Table of Contents

Basic Experimental Facts and Theoretical Tools.- The Neuron - Building Block of the Brain.- Neuronal Cooperativity.- Spikes, Phases, Noise: How to Describe Them Mathematically? We Learn a Few Tricks and Some Important Concepts.- Spiking in Neural Nets.- The Lighthouse Model. Two Coupled Neurons.- The Lighthouse Model. Many Coupled Neurons.- Integrate and Fire Models (IFM).- Many Neurons, General Case, Connection with Integrate and Fire Model.- Phase Locking, Coordination and Spatio-Temporal Patterns.- Phase Locking via Sinusoidal Couplings.- Pulse-Averaged Equations.- Conclusion.- The Single Neuron.- Conclusion and Outlook.

Reviews

From the reviews: This book focuses on synchronization of coupled systems of neuronal phase models the author calls lighthouse models. the book is an interesting read, and it will be of interest to computational neuroscientists working in synchrony and maybe mean-field models. (Andrea K. Barreiro, SIAM Review, Vol. 52 (2), 2010)


From the reviews: This book focuses on synchronization of coupled systems of neuronal phase models the author calls 'lighthouse models.' ... the book is an interesting read, and it will be of interest to computational neuroscientists working in synchrony and maybe mean-field models. (Andrea K. Barreiro, SIAM Review, Vol. 52 (2), 2010)


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