Statistics and Neural Networks: Advances at the Interface

Author:   J. W. Kay (Department of Statistics, Department of Statistics, University of Glasgow) ,  D. M. Titterington (Department of Statistics, Department of Statistics, University of Glasgow)
Publisher:   Oxford University Press
ISBN:  

9780198524229


Pages:   280
Publication Date:   10 February 2000
Format:   Hardback
Availability:   To order   Availability explained
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Statistics and Neural Networks: Advances at the Interface


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Overview

Recent years have seen a growing awareness of the interface between statistical research and recent advances in neural computing and artifical neural networks. This book covers various aspects of current work in the area, drawing together contributions from authors who are leading researchers in the two fields. Their contributions show a strong awareness of the common ground and of the advantages to be gained by taking the wider perspective. Topics covered include: nonlinear approaches to discriminant analysis; information-theoretic neural networks for unsupervised learning; Radial Basis Function networks; techniques for optimizing predictions; approaches to the analysis of latent structure, including probabalistic principal component analysis, density networks and the use of multiple latent variables; and a substantial chapter outlining techniques and their application in industrial case-studies. This research interface is currently extremely active and this volume gives an authoritative overview of the area, its current status and directions for future research.

Full Product Details

Author:   J. W. Kay (Department of Statistics, Department of Statistics, University of Glasgow) ,  D. M. Titterington (Department of Statistics, Department of Statistics, University of Glasgow)
Publisher:   Oxford University Press
Imprint:   Oxford University Press
Dimensions:   Width: 16.10cm , Height: 2.10cm , Length: 24.10cm
Weight:   0.625kg
ISBN:  

9780198524229


ISBN 10:   0198524226
Pages:   280
Publication Date:   10 February 2000
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   To order   Availability explained
Stock availability from the supplier is unknown. We will order it for you and ship this item to you once it is received by us.

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This nicely written book is recommended to all wishing to gain knowledge of the current status and trends in the area. EMS This impressive book ... a valuable source book for comprehensivve reviews of current developments in an exciting interface area between statistics and computer science. Statistician


This impressive book ... a valuable source book for comprehensivve reviews of current developments in an exciting interface area between statistics and computer science Statistician ... written by to experts in statistics and neural networks ... I acn sincerely recommend this book to every neural researcher - there is a lot to learn here IEEE Transactions and Neural Networks


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