book announcement--O'Reilly
Jud Wolfskill
wolfskil at MIT.EDU
Mon Aug 20 10:25:54 EDT 2001
I thought readers of the Connectionists List might be interested in this
book. For more information please visit
http://mitpress.mit.edu/catalog/item/default.asp?sid=16CDFF8A-3F4A-4FB5-B713-D8725D0A6969&ttype=2&tid=3345
Best,
Jud
Computational Explorations in Cognitive Neuroscience
Understanding the Mind by Simulating the Brain
Randall C. O'Reilly and Yuko Munakata
foreword by James L. McClelland
The goal of computational cognitive neuroscience is to understand how the
brain embodies the mind by using biologically based computational models
comprising networks of neuronlike units. This text, based on a course
taught by Randall O'Reilly and Yuko Munakata over the past several years,
provides an in-depth introduction to the main ideas in the field. The
neural units in the simulations use equations based directly on the ion
channels that govern the behavior of real neurons, and the neural networks
incorporate anatomical and physiological properties of the neocortex. Thus
the text provides the student with knowledge of the basic biology of the
brain as well as the computational skills needed to simulate large-scale
cognitive phenomena.
The text consists of two parts. The first part covers basic neural
computation mechanisms: individual neurons, neural networks, and learning
mechanisms. The second part covers large-scale brain area organization and
cognitive phenomena: perception and attention, memory, language, and
higher-level cognition. The second part is relatively self-contained and
can be used separately for mechanistically oriented cognitive neuroscience
courses. Integrated throughout the text are more than forty different
simulation models, many of them full-scale research-grade models, with
friendly interfaces and accompanying exercises. The simulation software
(PDP++, available for all major platforms) and simulations can be
downloaded free of charge from the Web. Exercise solutions are available,
and the text includes full information on the software.
Randall C. O'Reilly is Assistant Professor in the Department of Psychology
and at the Institute for Cognitive Science at the University of Colorado,
Boulder. Yuko Munakata is Assistant Professor in Developmental Cognitive
Neuroscience at the University of Denver.
8 x 9, 512 pp., 213 illus., paper ISBN 0-262-65054-1
A Bradford Book
Jud Wolfskill
Associate Publicist
MIT Press
5 Cambridge Center, 4th Floor
Cambridge, MA 02142
617.253.2079
617.253.1709 fax
wolfskil at mit.edu
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