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Mathematical Methods for Neural Network Analysis and Design by Richard (Professor, The University of Texas at Dallas) Golden
  

Mathematical Methods for Neural Network Analysis and Design

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Part of the Mathematical Methods for Neural Network Analysis and Design Series
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Synopsis

Mathematical Methods for Neural Network Analysis and Design by Richard (Professor, The University of Texas at Dallas) Golden

This graduate-level text teaches students how to use a small number of powerful mathematical tools for analyzing and designing a wide variety of artificial neural network (ANN) systems, including their own customized neural networks.Mathematical Methods for Neural Network Analysis and Design offers an original, broad, and integrated approach that explains each tool in a manner that is independent of specific ANN systems. Although most of the methods presented are familiar, their systematic application to neural networks is new. Included are helpful chapter summaries and detailed solutions to over 100 ANN system analysis and design problems. For convenience, many of the proofs of the key theorems have been rewritten so that the entire book uses a relatively uniform notion.This text is unique in several ways. It is organized according to categories of mathematical tools -- for investigating the behavior of an ANN system, for comparing (and improving) the efficiency of system computations, and for evaluating its computational goals -- that correspond respectively to David Marr's implementational, algorithmic, and computational levels of description. And instead of devoting separate chapters to different types of ANN systems, it analyzes the same group of ANN systems from the perspective of different mathematical methodologies.A Bradford Book

Reviews

A significant and scholarly contribution to the field of neural networks.The author successfully integrates a very broad range of material in acompetent and understandable manner. I do not know of any book on this sametopic that covers such a wide range of material. Jerome R. Busemeyer, Professor of Psychology, Purdue University


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Book Info

Publication date

3rd February 1997

Author

Richard (Professor, The University of Texas at Dallas) Golden

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Publisher

Bradford Books an imprint of MIT Press Ltd

Format

Hardback
432 pages

Categories

Neural networks & fuzzy systems

ISBN

9780262071741

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