On-Line Learning in Neural Networks - Couverture souple

Saad, David

Couverture souple

ISBN 10 : 0521117917 ISBN 13 : 9780521117913

Editeur : Cambridge University Press, 2009

Synopsis

Edited volume written by leading experts providing state-of-art survey in on-line learning and neural networks.

A propos du livre

Présentation de l'éditeur

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.

Revue de presse

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

Détails de l'édition

• Éditeur: Cambridge University Press
• Date d'édition: 2009
• Langue: anglais
• ISBN 10: 0521117917
• ISBN 13: 9780521117913
• Reliure: Broché
• Numéro d'édition: 1
• Nombre de pages: 412
• Coordonnées du fabricant: non disponible
• Personne responsable: Avery; https://www.avery.fr/; ; chemin des peupliers 27; Dardilly; France