Mathematical Methods for Neural Network Analysis and Design

Name: Mathematical Methods for Neural Network Analysis and Design
Price: 10.11 USD
Availability: InStock
ISBN: 9780262071741

ISBN-10: 0262071746

ISBN-13: 9780262071741

Edition: 1996

Authors: Richard M. Golden

List price: $19.75

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Description:

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 Designoffers 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…

Book details

List price: $19.75
Copyright year: 1996
Publisher: MIT Press
Publication date: 2/3/1997
Binding: Hardcover
Pages: 432
Size: 7.25" wide x 10.50" long x 1.50" tall
Weight: 2.398
Language: English



Preface


Mathematical Notation



Introduction



Implementational Level



ANN Dynamical Systems



Deterministic Nonlinear Dynamical Systems Analysis



Stochastic Nonlinear Dynamical Systems Analysis



Algorithmic Level



Nonlinear Optimization Theory



Computational Level



Rational Inference Measures



Expected Risk Classification and Learning Theory



Statistical Model Evaluation


Epilogue


Problem Solutions


References


Author Index


Subject Index