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Neural Networks for Pattern Recognition

Language EnglishEnglish
Book Paperback
Book Neural Networks for Pattern Recognition Christopher Bishop
Libristo code: 02536446
Publishers Oxford University Press, November 1995
This book provides the first comprehensive treatment of feed-forward neural networks from the perspe... Full description
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This book provides the first comprehensive treatment of feed-forward neural networks from the perspective of statistical pattern recognition. After introducing the basic concepts of pattern recognition, the book describes techniques for modelling probability density functions, and discusses the properties and relative merits of the multi-layer perceptron and radial basis function network models. It also motivates the use of various forms of error functions, and reviews the principal algorithms for error function minimization. As well as providing a detailed discussion of learning and generalization in neural networks, the book also covers the important topics of data processing, feature extraction, and prior knowledge. The book concludes with an extensive treatment of Bayesian techniques and their applications to neural networks.

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About the book

Full name Neural Networks for Pattern Recognition
Language English
Binding Book - Paperback
Date of issue 1995
Number of pages 504
EAN 9780198538646
ISBN 0198538642
Libristo code 02536446
Weight 748
Dimensions 156 x 233 x 28
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