Statistical Mechanics of Learning

Name: Statistical Mechanics of Learning
Price: 57.25 USD
Availability: InStock
ISBN: 9780521774796

ISBN-10: 0521774799

ISBN-13: 9780521774796

Edition: 2001

Authors: A. Engel, C. Van Den Broeck

List price: $92.99

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Description:

This volume provides an 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 includes many examples and exercises.

Book details

List price: $92.99
Copyright year: 2001
Publisher: Cambridge University Press
Publication date: 3/29/2001
Binding: Paperback
Pages: 344
Size: 6.69" wide x 9.61" long x 0.71" tall
Weight: 1.210




Getting started



Perceptron learning - basics



A choice of learning rules



Augmented statistical mechanics formulation



Noisy teachers



The storage problem



Discontinuous learning



Unsupervised learning



On-line learning



Making contact with statistics



A bird's eye view: multifractals



Multilayer networks



On-line learning in multilayer networks



What else?



Basic mathematics



The Gardner analysis



Convergence of the perceptron rule



Stability of the replica symmetric saddle point



1-step replica symmetry breaking



The cavity approach



The VC-theorem