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Neural Networks for Pattern Recognition
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ISBN
:
9780195667998
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Publisher
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Oxford University Press
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Subject
:
Computer Science
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Binding
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Paperback
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Pages
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504
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Year
:
2005
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480.0
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417.0
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Description
This book provides the first comprehensive treatment of feed-forward neural networks from the perspective of statistical 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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Author Biography
Christopher M. Bishop Professor of Neural Computing, Aston University Table of Contents Statistical pattern recognition Probability density estimation Single-layer networks The multi-layer perceptron Radial basis functions Error functions Parameter optimization algorithms Pre-processing and feature extraction Learning and generalization Bayesian techniques
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