Statistical Mechanics of Learning - Couverture souple

Engel, A

Couverture souple

ISBN 10 : 0521774799 ISBN 13 : 9780521774796

Editeur : Cambridge University Press, 2010

Synopsis

Statistical Mechanics of Learning Artificial neural networks, learning, statistical mechanics; background material in mathematics and physics; examples and exercises; textbook/reference. Full description

A propos du livre

Présentation de l'éditeur :

Learning is one of the things that humans do naturally, and it has always been a challenge for us to understand the process. Nowadays this challenge has another dimension as we try to build machines that are able to learn and to undertake tasks such as datamining, image processing and pattern recognition. We can formulate a simple framework, artificial neural networks, in which learning from examples may be described and understood. The contribution to this subject made over the last decade by researchers applying the techniques of statistical mechanics is the subject of this book. The authors provide a coherent account of various important concepts and techniques that are currently only found scattered in papers, supplement this with background material in mathematics and physics and include many examples and exercises to make a book that can be used with courses, or for self-teaching, or as a handy reference.

Revue de presse :

'... recommended both to students of the subjects artificial intelligence, statistics, of interdisciplinary subjects in psychology and philosophy, and to scientists and applied researchers interested in concepts of intelligent learning processes.' Zentralblatt für Mathematik und ihre Grenzgebiete Mathematics Abstracts

À propos de cette édition

• Éditeur: Cambridge University Press
• Date d'édition: 2010
• ISBN 10: 0521774799
• ISBN 13: 9780521774796
• Reliure: Broché
• Nombre de pages: 344