Neural Networks for Pattern Recognition

Name: Neural Networks for Pattern Recognition
Price: 12.87 USD
Availability: InStock
ISBN: 9780198538646

ISBN-10: 0198538642

ISBN-13: 9780198538646

Edition: 1995

Authors: Christopher M. Bishop, Christopher M. Bishop

List price: $110.00

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Description:

This is the first comprehensive treatment of feed-forward neural networks from the perspective of statistical pattern recognition. After introducing the basic concepts, the book examines techniques for modeling probability density functions and the properties and merits of the multi-layer perceptron and radial basis function network models. Also covered are various forms of error functions, principal algorithms for error function minimalization, learning and generalization in neural networks, and Bayesian techniques and their applications. Designed as a text, with over 100 exercises, this fully up-to-date work will benefit anyone involved in the fields of neural computation and pattern…

Book details

List price: $110.00
Copyright year: 1995
Publisher: Oxford University Press, Incorporated
Publication date: 1/18/1996
Binding: Paperback
Pages: 504
Size: 6.14" wide x 9.21" long x 1.10" tall
Weight: 1.826




Statistical pattern recognition



Probability density estimation



Single-layer networks



The multi-layer perceptron



Radial basis functions



Error



Parameter optimization algorithms



Pre-processing and feature extraction



Learning and generalization



Bayesian techniques