Neural Networks for Pattern Recognition

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Computers - Computer Science
Neural Networks for Pattern Recognition

Neural Networks for Pattern Recognition

Name: Neural Networks for Pattern Recognition
ISBN: 9780198538646

Christopher M. Bishop

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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.

Thể loại:

Computers - Computer Science

Năm:

1996

In lần thứ:

Nhà xuát bản:

Oxford University Press, USA

Ngôn ngữ:

english

Trang:

251

ISBN 10: