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On-Line Learning in Neural Networks by David Saad (Aston University) at Abbey's Bookshop,
On-Line Learning in Neural Networks
— —
David Saad (Aston University)

On-Line Learning in Neural Networks

David Saad (Aston University)

$255.95

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English
Cambridge University Press
29 March 1999
Neural networks & fuzzy systems
Series: Publications of the Newton Institute
On-line learning is one of the most powerful and commonly used techniques for training large layered networks, and has been used successfully in many real-world applications.

Traditional analytical methods have been recently complemented by ones from statistical physics and Bayesian statistics. This powerful combination of analytical methods provides more insight and deeper understanding of existing algorithms, and leads to novel and principled proposals for their improvement.

This book presents a coherent picture of the state-of-the-art in the theoretical analysis of on-line learning. An introduction relates the subject to other developments in neural networks and explains the overall picture. Surveys by leading experts in the field combine new and established material and enable non-experts to learn more about the techniques and methods used. This book, the first in the area, provides a comprehensive view of the subject and will be welcomed by mathematicians, scientists and engineers, whether in industry or academia.
Edited by:  
Imprint:   Cambridge University Press
Country of Publication:   United Kingdom
Volume:   17
Dimensions:   Height: 236mm,  Width: 159mm,  Spine: 30mm
Weight:   800g
ISBN:   9780521652636
ISBN 10:   0521652634
Series:   Publications of the Newton Institute
Pages:   412
Publication Date:  
Audience:   Professional and scholarly ,  Undergraduate
Format:   Hardback
Publisher's Status:   Active

Reviews for On-Line Learning in Neural Networks

Review of the hardback: 'I recommend this book to readers with a theoretical, analytical, or mathematical interest in neural networks, especially online learning.' Computing Reviews


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