Articles liés à Neural Nets and Chaotic Carriers

Neural Nets and Chaotic Carriers - Couverture rigide

Whittle, Peter

 
9780471985419: Neural Nets and Chaotic Carriers
Couverture rigide
ISBN 10 : 0471985414 ISBN 13 : 9780471985419
Editeur : John Wiley & Sons Ltd, 1998

Synopsis

Neural Nets and Chaotic Carriers is an innovatory text, in that it develops rational principles for the design of associative memories with a view to applying these principles to models with the irregularly oscillatory operation so evident in biological neural systems. It thus bridges studies of artificial and of biological neural networks, with new results for both. The text has a strong research character, but a concise exposition from the basics makes it accessible to non-specialists. Design is based on the criterion that an associative memory must be able to cope with 'fading data', ie to form an inference from data even as its memory of that data degrades. The resultant net shows striking biological parallels, suggesting testable anatomical predictions. Many questions concerning composite or 'spurious' traces and memory capacity are clarified. The approach taken to models of the biological neuron and oscillation in systems of such neurons follows the pioneering ideas of W. J. Freeman, and develops these. In particular, when the associative memory principles are combined with oscillatory operation, some remarkable effects emerge. For example, the system shows a low-frequency square-wave oscillation (the 'escapement oscillation') with gamma-range bursts at its peaks, much as is observed in electroencephalograms. The text will be invaluable for researchers and graduate workers with a primary interest in artificial of biological neural nets. However, it is also accessible and interesting to anyone with the mathematical background usual in artificial intelligence, computer science, systems studies or statistics, for example.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Présentation de l'éditeur

Neural Nets and Chaotic Carriers is an innovatory text, in that it develops rational principles for the design of associative memories with a view to applying these principles to models with the irregularly oscillatory operation so evident in biological neural systems. It thus bridges studies of artificial and of biological neural networks, with new results for both. The text has a strong research character, but a concise exposition from the basics makes it accessible to non–specialists. Design is based on the criterion that an associative memory must be able to cope with ′fading data′, i.e. to form an inference from data even as its memory of that data degrades. The resultant net shows striking biological parallels, suggesting testable anatomical predictions. Many questions concerning composite or ′spurious′ traces and memory capacity are clarified. The approach taken to models of the biological neuron and oscillation in systems of such neurons follows the pioneering ideas of W.J. Freeman, and develops these. In particular, when the associative memory principles are combined with oscillatory operation, some remarkable effects emerge. For example, the system shows a low–frequency square–wave oscillation (the ′escapement oscillation′) with gamma–range bursts at its peaks, much as is observed in electroencephalograms. The text will be invaluable for researchers and graduate workers with a primary interest in artificial of biological neural nets. However, it is also accessible and interesting to anyone with the mathematical background usual in artificial intelligence, computer science, systems studies or statistics, for example.

Revue de presse

"This book is one of the best examples of realization of a good interplay between mathematical theory and neurophysiological research. It should be read by everyone interested in a more realistic modeling of biological neural networks." (Mathematical Reviews, Issue 2001c)

"...this book develops and integrates the two themes of associative memory and oscillatory networks." (La Doc Sti, Vol. 369, January 1999)

"This book is one of the best examples of realization of a good interplay between mathematical theory and neurophysiological research." (Mathematical Reviews, Issue 2001c)

"...this book develops and integrates the two themes of associative memory and oscillatory networks." (La Doc Sti, Vol. 369, January 1999)

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
John Wiley & Sons Ltd
Date d'édition
1998
Langue
anglais
ISBN 10 
0471985414
ISBN 13 
9780471985419
Reliure
Relié
Nombre de pages
218
Coordonnées du fabricant
non disponible
Personne responsable
non disponible