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

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

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

Christopher M. Bishop

ISBN10: 0198538642

ISBN13: 978-0198538642

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.

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title Neural Networks for Pattern Recognition
authors Christopher M. Bishop
publisher Oxford University Press
publishedDate 1995-11-23
description `Readers will emerge with a rigorous statistical grounding in the theory of how to construct and train neural networks in pattern recognition' New Scientist
pageCount 482
printType BOOK
categories Computers
maturityRating NOT_MATURE
language en
canonicalVolumeLink https://books.google.com/books/about/Neural_Networks_for_Pattern_Recognition.html?hl=&id=T0S0BgAAQBAJ

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