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

Deco, Gustavo; Obradovic, Dragan

 
9781461284697: An Information-Theoretic Approach to Neural Computing (Perspectives in Neural Computing)
Softcover
ISBN 10: 1461284694 ISBN 13: 9781461284697
Verlag: Springer, 2011

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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Verlag
Springer
Erscheinungsdatum
2011
Sprache
Englisch
ISBN 10 
1461284694
ISBN 13 
9781461284697
Einband
Taschenbuch
Anzahl der Seiten
280
Kontakt zum Hersteller
preigu GmbH & Co. KG
mail@preigu.de

Lengericher Landstr. 19
Osnabrück
Niedersachsen
49078
Deutschland

Weitere beliebte Ausgaben desselben Titels

9780387946665: An Information-Theoretic Approach to Neural Computing (Perspectives in Neural Computing)

Vorgestellte Ausgabe

ISBN 10:  0387946667 ISBN 13:  9780387946665
Verlag: Springer, 1996
Hardcover