Statistical Mechanics of Learning (Paperback) (ISBN-13: 9780521774796)

The effort to build machines that are able to learn and undertake tasks such as datamining, image processing and pattern recognition has led to the development of artificial neural networks in which learning from examples may be described and understood. The contribution to this subject made over the past 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.

Author: A. Engel, C. Van Den Broeck
ISBN-10: 0521774799
ISBN-13: 9780521774796
Publisher: Cambridge University Press
Language: English
Published: 03/29/2001
Pages: 344
Format: Paperback
Weight: 1.53lbs
Size: 9.62h x 6.96w x 0.64d