Limit search to available items
Book Cover
E-book
Author Engel, A. (Andreas), 1957-

Title Statistical mechanics of learning / A. Engel, C. van den Broeck
Published Cambridge, UK ; New York, NY : Cambridge University Press, 2001
Online access available from:
ProQuest Ebook Central Subscription    View Resource Record  
EBSCO eBook Academic Collection    View Resource Record  

Copies

Description 1 online resource (xi, 329 pages) : illustrations
Contents Getting started -- Perceptron learning -- basics -- Choice of learning rules -- Augmented statistical mechanics formulation -- Noisy teachers -- Storage problem -- Discontinuous learning -- Unsupervised learning -- On-line learning -- Making contact with statistics -- Bird's eye view: multifractals -- Multilayer networks -- On-line learning in multilayer networks -- What else?
Summary Artificial neural networks provide a simple framework for describing learning from examples. This coherent account of important concepts and techniques of statistical mechanics and their application to learning theory comes with background material in mathematics and physics, plus many examples and exercises, making it ideal for courses, self-teaching, or reference
Bibliography Includes bibliographical references (pages 313-325) and index
Notes Print version record
Subject Artificial intelligence.
Learning.
Neural networks (Computer science)
Form Electronic book
Author Broeck, C. van den (Christian), 1954-
ISBN 051102021X (electronic bk.)
051104982X
0511148054
1139164546 (electronic bk.)
9780511020216 (electronic bk.)
9780511049828
9780511148057
9781139164542 (electronic bk.)
(Cloth)