An Introduction to Neural Networks
Autor Kevin Gurneyen Limba Engleză Paperback – 5 aug 1997
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Specificații
ISBN-13: 9781857285031
ISBN-10: 1857285034
Pagini: 246
Ilustrații: 135 illustrations
Dimensiuni: 156 x 234 x 15 mm
Greutate: 0.38 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
ISBN-10: 1857285034
Pagini: 246
Ilustrații: 135 illustrations
Dimensiuni: 156 x 234 x 15 mm
Greutate: 0.38 kg
Ediția:1
Editura: CRC Press
Colecția CRC Press
Public țintă
UndergraduateCuprins
Neural Net - A Preliminary Discussion. The von Neumann Machine and The Symbolic Paradigm. Real Neurons - A Review. Artificial neurons. Non- binary signal communication. Introducing Time. Network Features. Alternative Node Types. Cubic Nodes and Reward. Penalty Training. Drawing Things Together - Some Perspectives.
Descriere
Although mathematical ideas underpin the study of neural networks, this book presents the fundamentals without the full mathematical apparatus. The author tackles virtually all aspects of the field, including artificial neurons as models of their real counterparts; the geometry of network action in pattern space; gradient descent methods; associative memory and Hopfield nets; and self-organization and feature maps. The book provides a concrete focus through several real-world examples. This feature broadens the book's audience to include both students and professionals in cognitive science, psychology, and computer science as well as those involved in the design, construction, and management of networks.