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Daniel S. Levine - Introduction to neural and cognitive modeling

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This thoroughly, thoughtfully revised edition of a very successful textbook makes the principles and the details of neural network modeling accessible to cognitive scientists of all varieties as well as to others interested in these models. Research since the publication of the first edition has been systematically incorporated into a framework of proven pedagogical value. Features of the second edition include: * A new section on spatiotemporal pattern processing * Coverage of ARTMAP networks (the supervised version of adaptive resonance networks) and recurrent back-propagation networks * A vastly expanded section on models of specific brain areas, such as the cerebellum, hippocampus, basal ganglia, and visual and motor cortex * Up-to-date coverage of applications of neural networks in areas such as combinatorial optimization and knowledge representation As in the first edition, the text includes extensive introductions to neuroscience and to differential and difference equations as appendices for students without the requisite background in these areas. As graphically revealed in the flowchart in the front of the book, the text begins with simpler processes and builds up to more complex multilevel functional systems. For more information visit the authors personal Web site at www.uta.edu/psychology/faculty/levine/

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title Introduction to Neural and Cognitive Modeling author Levine - photo 1

title:Introduction to Neural and Cognitive Modeling
author:Levine, Daniel S.
publisher:Lawrence Erlbaum Associates, Inc.
isbn10 | asin:0805820051
print isbn13:9780805820058
ebook isbn13:9780585333243
language:English
subjectNeural networks (Neurobiology) , Neural networks (Computer science)
publication date:2000
lcc:QP363.3.L48 2000eb
ddc:612.8/2/0113
subject:Neural networks (Neurobiology) , Neural networks (Computer science)
Page iii
Introduction to Neural and Cognitive Modeling
Second Edition
Daniel S. Levine
University of Texas at Arlington
Page iv The final camera copy for this work was prepared by the author - photo 2
Page iv
The final camera copy for this work was prepared by the author, and therefore the publisher takes no responsibility for consistency or correctness of typographical style. However, this arrangement helps to make publication of this kind of scholarship possible.

Copyright 2000 by Lawrence Erlbaum Associates, Inc. All rights reserved. No part of the book may be reproduced in any form, by photostat, microform, retrieval system, or any other means, without the prior written permission of the publisher.
Lawrence Erlbaum Associates, Inc., Publishers
10 Industrial Avenue
Mahwah, New Jersey 07430
Cover design by Kathryn Houghtaling Lacey

Library of Congress Cataloging-in-Publication Data
Levine, Daniel S.
Introduction to neural and cognitive modeling / Daniel S. Levine.2nd ed.
p. cm.
Includes bibliographical references and index.
ISBN 0-8058-2005-1 (alk. paper)ISBN 0-8058-2006-x (pbk.: alk. paper)
1. Neural networks (Neurobiology) 2. Neural networks (Computer Science) I. Title
QP363.3 .L48 1999
612.8'2'0113dc21 99-057795
Books published by Lawrence Erlbaum Associates are printed on acid-free paper, and their bindings are chosen for strength and durability.
Printed in the United States of America
10 9 8 7 6 5 4 3 2 1
Page v
Contents
(Sections listed in italics consist of equations and exercises, essential for classroom use but not for descriptive reading, and supplementary sources.)
Flow Chart of the Book
ix
Preface
xi
Picture 3
Some Technical Conventions Used in This Book
xv
Preface to the Second Edition
xvii
Chapter 1
Brain and Machine: The Same Principles?
1
Picture 4
What Are Neural Networks?
1
Picture 5
Is Biological Realism a Virtue?
3
Picture 6
What Are Some Principles of Neural Network Theory?
4
Picture 7
Methodological Considerations
9
Chapter 2
Historical Outline
11
Picture 8
2.1. Digital Approaches
11
Picture 9
The McCulloch-Pitts Network
12
Picture 10
Early Approaches to Modeling Learning: Hull and Hebb
16
Picture 11
Rosenblatt's Perceptrons
17
Picture 12
Some Experiments with Perceptrons
21
Picture 13
The Divergence of Artificial Intelligence and Neural Modeling
24
Picture 14
2.2. Continuous and Random Net Approaches
26
Picture 15
Rashevsky's Work
26
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