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LUCENE IN ACTION 2nd edition

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LUCENE IN ACTION 2nd edition




 


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NEURAL NETWORKS FOR PATTERN RECOGNITION

Titre :

NEURAL NETWORKS FOR PATTERN RECOGNITION

Caractéristiques :


Auteur(s) :BISHOP
Editeur :OXFORD UNIVERSITY PRESS
Parution :11/1995
Langue :Anglais Anglais
Nbre de pages :479
ISBN :978-0-19-853864-6
Reliure :Paperback
Prix public :60.00 € ttc
Notre prix :57.00 € ttc (-5%)
Vous économisez :3.00 €
Disponibilité :Livraison sous 2 à 10 jours ouvrables.

Couverture :


NEURAL NETWORKS FOR PATTERN RECOGNITION

Résumé :

In this textbook Chris Bishop provides the first comprehensive treatment of feed-
forward networks from the perspective of statistical pattern recognition. After intro-
ducing the basic concepts of pattern recognition, he describes techniques for
modelling probability density functions, and discusses the properties and relative
merits of the multi-layer perceptron and radial basis function network models. He
also motivates the use of various forms of error function. and reviews the principal
algorithms for error function minimization.
There is a detailed discussion of learning and generalization in neural networks, and
the important topics of data processing, feature extraction. and prior knowledge
are also covered. He concludes with an extensive treatment of Bayesian techniques
and their applications to neural networks.

The book includes

* 129 graded exercises
* a self-contained introduction to statistical pattern recognition
* an extensive discussion of Bayesian methods

Chris Bishop is Professor of Neural Computing at Aston University.

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