Limit search to available items
Book Cover
E-book
Author Engel, A. (Andreas), 1957-

Title Statistical mechanics of learning / A. Engel, C. van den Broeck
Published Cambridge, UK ; New York, NY : Cambridge University Press, 2001

Copies

Description 1 online resource (xi, 329 pages) : illustrations
Contents Getting started -- Perceptron learning -- basics -- Choice of learning rules -- Augmented statistical mechanics formulation -- Noisy teachers -- Storage problem -- Discontinuous learning -- Unsupervised learning -- On-line learning -- Making contact with statistics -- Bird's eye view: multifractals -- Multilayer networks -- On-line learning in multilayer networks -- What else?
Summary Artificial neural networks provide a simple framework for describing learning from examples. This coherent account of important concepts and techniques of statistical mechanics and their application to learning theory comes with background material in mathematics and physics, plus many examples and exercises, making it ideal for courses, self-teaching, or reference
Bibliography Includes bibliographical references (pages 313-325) and index
Notes Print version record
Subject Neural networks (Computer science)
Learning.
Artificial intelligence.
Neural Networks, Computer
Learning
Artificial Intelligence
artificial intelligence.
COMPUTERS -- Enterprise Applications -- Business Intelligence Tools.
COMPUTERS -- Intelligence (AI) & Semantics.
Artificial intelligence
Learning
Neural networks (Computer science)
Künstliche Intelligenz
Lerntheorie
Maschinelles Lernen
Statistische Mechanik
Leren.
Neurale netwerken.
Kunstmatige intelligentie.
Réseaux neuronaux (informatique)
Intelligence artificielle.
Apprentissage professionnel.
Form Electronic book
Author Broeck, C. van den (Christian), 1954-
ISBN 051102021X
9780511020216
9781139164542
1139164546
0511148054
9780511148057
9780511049828
051104982X