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Viser: Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
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Detaljer om varen
Paperback: 504 siderUdgiver: Oxford University Press (November 1995)
Forfattere: Christopher M. Bishop og Geoffrey Hinton
ISBN-10: 0198538642
ISBN-13: 9780198538646
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 discussesthe 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 learningand 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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