Neural Engineering by Chris Eliasmith
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Neural Engineering
By Chris Eliasmith

Neural Engineering

Computation, Representation, and Dynamics in Neurobiological Systems

By (author) See other recent books by Chris Eliasmith See other recent books by Charles H. Anderson
Format: Paperback

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Neural Engineering by Chris Eliasmith

Book Description

For years, researchers have used the theoretical tools of engineering to understand neural systems, but much of this work has been conducted in relative isolation. In Neural Engineering, Chris Eliasmith and Charles Anderson provide a synthesis of the disparate approaches current in computational neuroscience, incorporating ideas from neural coding, neural computation, physiology, communications theory, control theory, dynamics, and probability theory. This synthesis, they argue, enables novel theoretical and practical insights into the functioning of neural systems. Such insights are pertinent to experimental and computational neuroscientists and to engineers, physicists, and computer scientists interested in how their quantitative tools relate to the brain. The authors present three principles of neural engineering based on the representation of signals by neural ensembles, transformations of these representations through neuronal coupling weights, and the integration of control theory and neural dynamics. Through detailed examples and in-depth discussion, they make the case that these guiding principles constitute a useful theory for generating large-scale models of neurobiological function. A software package written in MatLab for use with their methodology, as well as examples, course notes, exercises, documentation, and other material, are available on the Web.

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Book Details

ISBN: 9780262550604
ISBN-10: 0262550601
Format: Paperback
(229mm x 178mm x 17mm)
Pages: 380
Imprint: Bradford Books
Publisher: MIT Press Ltd
Publish Date: 7-Sep-2004
Country of Publication: United States

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Books By Author Chris Eliasmith

How to Build a Brain by Chris Eliasmith How to Build a Brain, Paperback (June 2015)

How to Build a Brain provides a guided exploration of a new cognitive architecture that takes biological detail seriously while addressing cognitive phenomena. The Semantic Pointer Architecture (SPA) introduced in this book provides a set of tools for constructing a wide range of biologically constrained perceptual, cognitive, and motor models.

» View all books by Chris Eliasmith

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Author Biography - Chris Eliasmith

Chris Eliasmith is Assistant Professor in the Department of Philosophy and the Department of Systems Design Engineering at the University of Waterloo.

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