An Information-Theoretic Approach to Neural Computing (Perspectives in Neural Computing) - Hardcover

Deco, Gustavo; Obradovic, Dragan

 
9780387946665: An Information-Theoretic Approach to Neural Computing (Perspectives in Neural Computing)
Hardcover
ISBN 10: 0387946667 ISBN 13: 9780387946665
Verlag: Springer, 1996

Inhaltsangabe

Neural networks provide a powerful new technology to model and control nonlinear and complex systems. In this book, the authors present a detailed formulation of neural networks from the information-theoretic viewpoint. They show how this perspective provides new insights into the design theory of neural networks. In particular they show how these methods may be applied to the topics of supervised and unsupervised learning including feature extraction, linear and non-linear independent component analysis, and Boltzmann machines. Readers are assumed to have a basic understanding of neural networks, but all the relevant concepts from information theory are carefully introduced and explained. Consequently, readers from several different scientific disciplines, notably cognitive scientists, engineers, physicists, statisticians, and computer scientists, will find this to be a very valuable introduction to this topic.

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Von der hinteren Coverseite

Neural networks provide a powerful new technology to model and control nonlinear and complex systems. In this book, the authors present a detailed formulation of neural networks from the information-theoretic viewpoint. They show how this perspective provides new insights into the design theory of neural networks. In particular, they show how these methods may be applied to the topics of supervised and unsupervised learning, including feature extraction, linear and nonlinear independent component analysis, and Boltzmann machines. Readers are assumed to have a basic understanding of neural networks, but all of the relevant concepts from information theory are carefully introduced and explained. Consequently, readers from several different scientific disciplines - notably, cognitive scientists, engineers, physicists, statisticians, and computer scientists - will find this book to be a very valuable contribution to this topic.

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Verlag
Springer
Erscheinungsdatum
1996
Sprache
Englisch
ISBN 10 
0387946667
ISBN 13 
9780387946665
Einband
Gebundene Ausgabe
Anzahl der Seiten
276
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

Lengericher Landstr. 19
Osnabrück
Niedersachsen
49078
Deutschland

Weitere beliebte Ausgaben desselben Titels

9781461284697: An Information-Theoretic Approach to Neural Computing (Perspectives in Neural Computing)

Vorgestellte Ausgabe

ISBN 10:  1461284694 ISBN 13:  9781461284697
Verlag: Springer, 2011
Softcover