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Neural Networks For Pattern Recognition By Christopher M. Bishop
(Paperback, 1995)

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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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 & discusses the properties & relative merits of the multi-layer perceptron & radial basis function network models It also motivates the use of various forms of error functions & reviews the principal algorithms for error function minimization As well as providing a detailed discussion of learning & generalization in neural networks the book also covers the important topics of data processing feature extraction & prior knowledge The book concludes with an extensive treatment of Bayesian techniques & their applications to neural networks

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Network - A link and communication between things. Often computers or people.
Learning - Educating and growing in intelligence.
Treatment - A way in which medics care for patients illnesses. A manner which someone behaves to someone else.
Layer - Adding extra quantities of materials for extra practical benefits, e.g. warmth.
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