Models of Neural Networks III : Association, Generalization, and Representation

Association, Generalization, and Representation

By: Eytan Domany (Editor), J. Leo van Hemmen (Editor), Klaus Schulten (Editor)

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Hardcover | 1 August 2009

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328 Pages

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24.77 x 16.51 x 1.91

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One of the most challenging and fascinating problems of the theory of neural nets is that of asymptotic behavior, of how a system behaves as time proceeds. This is of particular relevance to many practical applications. Here we focus on association, generalization, and representation. We turn to the last topic first. The introductory chapter, "Global Analysis of Recurrent Neural Net works," by Andreas Herz presents an in-depth analysis of how to construct a Lyapunov function for various types of dynamics and neural coding. It includes a review of the recent work with John Hopfield on integrate-and fire neurons with local interactions. The chapter, "Receptive Fields and Maps in the Visual Cortex: Models of Ocular Dominance and Orientation Columns" by Ken Miller, explains how the primary visual cortex may asymptotically gain its specific structure through a self-organization process based on Hebbian learning. His argu ment since has been shown to be rather susceptible to generalization.

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Non-Fiction Computing & I.T.Computer Science Artificial Intelligence Neural Networks & Fuzzy Systems Gardening Science Physics Statistical Physics

Preface
Contributors
Global Analysis of Recurrent Neural Networks	p. 1
Receptive Fields and Maps in the Visual Cortex: Models of Ocular Dominance and Orientation Columns	p. 55
Associative Data Storage and Retrieval in Neural Networks	p. 79
Inferences Modeled with Neural Networks	p. 119
Statistical Mechanics of Generalization	p. 151
Bayesian Methods for Backpropagation Networks	p. 211
Penacee: A Neural Net System for Recognizing On-Line Handwriting	p. 255
Topology Representing Network in Robotics	p. 281
Index	p. 303
Table of Contents provided by Blackwell. All Rights Reserved.

Models of Neural Networks III : Association, Generalization, and Representation

Association, Generalization, and Representation

At a Glance

Hardcover

Shipping

How to return your order

Defective items

You Can Find This Book In

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