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Statistical Mechanics of Learning

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ISBN-10: 0521774799

ISBN-13: 9780521774796

Edition: 2001

Authors: A. Engel, C. Van Den Broeck

List price: $84.99
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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.
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Book details

List price: $84.99
Copyright year: 2001
Publisher: Cambridge University Press
Publication date: 3/29/2001
Binding: Paperback
Pages: 344
Size: 6.75" wide x 9.25" long x 0.75" tall
Weight: 1.540
Language: English

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