Statistical mechanics of learning /

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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...

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Bibliographic Details
Call Number:Libro Electrónico
Main Author: Engel, A. (Andreas), 1957-
Other Authors: Broeck, C. van den (Christian), 1954-
Format: Electronic eBook
Language:Inglés
Published: Cambridge, UK ; New York, NY : Cambridge University Press, 2001.
Subjects:
Neural networks (Computer science)
Learning.
Artificial intelligence.
Neural Networks, Computer
Learning
Artificial Intelligence
Réseaux neuronaux (Informatique)
Apprentissage.
Intelligence artificielle.
artificial intelligence.
COMPUTERS > Enterprise Applications > Business Intelligence Tools.
COMPUTERS > Intelligence (AI) & Semantics.
Artificial intelligence
Künstliche Intelligenz
Lerntheorie
Maschinelles Lernen
Statistische Mechanik
Leren.
Neurale netwerken.
Kunstmatige intelligentie.
Réseaux neuronaux (informatique)
Apprentissage professionnel.
Online Access:Texto completo
Table of 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?

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