ENGLISH

Neural Networks for Pattern Recognition

By Christopher M. Bishop

Book information

Publisher
Oxford University Press
Year
1996
ISBN
9780198538646, 0198538642
Language
english
Format
PDF
Filesize
58 MB (61039055 bytes)
Edition
1
Pages
502\500
Time added
2024-12-28 17:22:30

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 recognition.

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