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

Deco, Gustavo; Obradovic, Dragan

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

Sinopsis

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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Reseña del editor

A detailed formulation of neural networks from the information-theoretic viewpoint. The authors show how this perspective provides new insights into the design theory of neural networks. In particular they demonstrate 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 varied scientific disciplines, notably cognitive scientists, engineers, physicists, statisticians, and computer scientists, will find this an extremely valuable introduction to this topic.

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Springer
Año de publicación
2011
Idioma
Inglés
ISBN 10 
1461284694
ISBN 13 
9781461284697
Encuadernación
Tapa blanda
Número de páginas
280
Contacto del fabricante
no disponible
Persona responsable
CMN Printpool Inh. Mathis Neumann
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Hamburg
Alemania

Otras ediciones populares con el mismo título

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

Edición Destacada

ISBN 10:  0387946667 ISBN 13:  9780387946665
Editorial: Springer, 1997
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