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Introduction to Neural and Cognitive Modeling - Daniel S. Levine

Introduction to Neural and Cognitive Modeling

Hardcover

Published: 1st February 2000
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Hardcover
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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 author's personal Web site at www.uta.edu/psychology/faculty/levine/

Preface
Preface to the Second Edition
Brain and Machine: The Same Principles? Historical Outline
Associative Learning and Synaptic Plasticity
Competition, Lateral Inhibition, and Short-Term Memory
Conditioning, Attention, and Reinforcement
Coding and Categorization
Optimization, Control, Decision, and Knowledge Representation
A Few Recent Technical Advances
Appendices: Basic Facts of Neurobiology
Difference and Differential Equations in Neural Networks
Table of Contents provided by Publisher. All Rights Reserved.

ISBN: 9780805820058
ISBN-10: 0805820051
Audience: Professional
Format: Hardcover
Language: English
Number Of Pages: 512
Published: 1st February 2000
Publisher: Taylor & Francis Inc
Country of Publication: US
Dimensions (cm): 22.86 x 15.24  x 4.45
Weight (kg): 0.94
Edition Number: 2
Edition Type: New edition