Limit search to available items
Book Cover
E-book
Author Chow, Tommy W. S.

Title Neural networks and computing : learning algorithms and applications / Tommy W.S. Chow, Siu-Yeung Cho
Published London : Imperial College Press ; Singapore ; Hackensack, NJ : Distributed by World Scientific, 2007
Online access available from:
EBSCO eBook Academic Collection    View Resource Record  
World Scientific    View Resource Record  

Copies

Description 1 online resource (xii, 309 pages) : illustrations
Series Series in electrical and computer engineering ; v. 7
Series in electrical and computer engineering ; v. 7
Contents Introduction -- Learning performance and enhancement -- Generalization and performance enhancement -- Basis function networks for classification -- Self-organizing maps -- Classification and feature selection -- Engineering applications
Summary This book covers neural networks with special emphasis on advanced learning methodologies and applications. It includes practical issues of weight initializations, stalling of learning, and escape from a local minima, which have not been covered by many existing books in this area. Additionally, the book highlights the important feature selection problem, which baffles many neural networks practitioners because of the difficulties handling large datasets. It also contains several interesting IT, engineering and bioinformatics applications
Notes Some online versions lack accompanying media packaged with the printed version
Bibliography Includes bibliographical references (pages 291-304) and index
Notes Print version record
Subject Machine learning.
Neural networks (Computer science)
Form Electronic book
Author Cho, Siu-Yeung.
ISBN 186094969X (electronic bk.)
9781860949692 (electronic bk.)