ENGLISH

Neural Networks for Pattern Recognition

By Christopher M. Bishop

Book information

Publisher
Oxford University Press, USA
Year
1996
ISBN
0198538642, 9780198538646
LCC
QA76.87 .B574 1995
Open Library ID
OL803974M
Language
english
Format
PDF
Filesize
54 MB (56517532 bytes)
Edition
1
Pages
251\251
Time added
2011-06-04 13:46:07

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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