THE STATISTICAL-MECHANICS OF LEARNING A RULE

Citation
Tlh. Watkin et al., THE STATISTICAL-MECHANICS OF LEARNING A RULE, Reviews of modern physics, 65(2), 1993, pp. 499-556
Citations number
219
Categorie Soggetti
Physics
Journal title
ISSN journal
00346861
Volume
65
Issue
2
Year of publication
1993
Pages
499 - 556
Database
ISI
SICI code
0034-6861(1993)65:2<499:TSOLAR>2.0.ZU;2-A
Abstract
A summary is presented of the statistical mechanical theory of learnin g a rule with a neural network, a rapidly advancing area which is clos ely related to other inverse problems frequently encountered by physic ists. By emphasizing the relationship between neural networks and stro ngly interacting physical systems, such as spin glasses, the authors s how how learning theory has provided a workshop in which to develop ne w, exact analytical techniques.