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Maureen Caudill - Naturally Intelligent Systems

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For centuries, people have been fascinated by the possibility of building an artificial system that behaves intelligently. Now there is a new entry in this arena - neural networks. Naturally Intelligent Systems offers a comprehensive introduction to these exciting systems. It provides a technically accurate, yet down-to-earth discussion of neural networks, clearly explaining the underlying concepts of key neural network designs, how they are trained, and why they work. Throughout, the authors present actual applications that illustrate neural networks utility in the new world.Maureen Caudill is a consultant based in San Diego, and author of the popular Neural Network Primer articles in AI Expert. Charles Butler is a Principal Research Scientist at Physical Sciences Inc. in Alexandria, Virginia.

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title Naturally Intelligent Systems author Caudill Maureen - photo 1

title:Naturally Intelligent Systems
author:Caudill, Maureen.; Butler, Charles
publisher:MIT Press
isbn10 | asin:0262531135
print isbn13:9780262531139
ebook isbn13:9780585023472
language:English
subjectNeural computers.
publication date:1992
lcc:QA76.5.C387 1992eb
ddc:006.3
subject:Neural computers.
Naturally
Intelligent
Systems
Maureen Caudill and Charles Butler
A Bradford Book
The MIT Press
Cambridge, Massachusetts
London, England
Fourth printing, 1996
1990 Massachusetts Institute of Technology
All rights reserved. No part of this book may be reproduced in any form by any electronic or mechanical means (including photocopying, recording, or information storage and retrieval) without permission in writing from the publisher.
This book was set in Palatino and Avant Garde using Ready, Set, Go! 4.5 by Letraset USA, Paramus, NJ.
Ready, Set, Go! is a trademark of Manhattan Graphics Corporation.
Library of Congress Cataloging-in-Publication Data
Caudill, Maureen.
Naturally intelligent systems / Maureen Caudill and Charles Butler.
p. cm.
"A Bradford Book."
ISBN 0-262-03156-6 (hb), 0-262-3113-5 (pb)
1. Neural computers. I. Butler, Charles. II. Title.
QA76.5.C387 1989
006.3-dc20Picture 2Picture 3Picture 4Picture 589-13218
Picture 6Picture 7Picture 8Picture 9Picture 10CIP
Contents
Acknowledgements
vii
Part I
1
Natural Intelligence
3
2
Building Blocks of Neural Networks
13
Implementation: The Artificial Retina
23
3
Neural Networks and Other Systems
25
Part II
4
Associative Memories
37
5
Crossbar Associative Memories
49
6
Adaptive Filter Associative Memories
65
Application: The Vectorcardiograph
81
7
Competitive Filter Associative Memories
85
Application: The Voice Typewriter
105
Part III
8
Learning
113
9
Hebbian Learning
123
10
Classical Conditioning
129
11
Learning Sequences of Patterns
141
12
Autonomous Learning
151
Classic System: The Perceptron
163
Part IV
13
Hierarchical Systems
171
Application: The Neocognitron
179
14
Backpropagation Networks
183
Application: NETtalk
197
15
Hybrid Networks
201
16
Adaptive Resonance Networks
207
Part V
17
Neural Network Implementations
227
18
Neural Network Applications
241
19
A Look Ahead
261
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