Neural Networks for Pattern Recognition (Advanced Texts in Econometrics) (Paperback)

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Neural Networks for Pattern Recognition (Advanced Texts in Econometrics) (Paperback)

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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.
Product Details ISBN: 9780198538646
ISBN-10: 0198538642
Publisher: Clarendon Press
Publication Date: January 18th, 1996
Pages: 504
Language: English
Series: Advanced Texts in Econometrics (Paperback)