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Neural Networks for Pattern Recognition PDF

498 Pages·1995·22.439 MB·English
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by Christopher M. Bishop| 1995| 498 pages| 22.439| English

About Neural Networks for Pattern Recognition

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 modelling 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.

Detailed Information

Author:Christopher M. Bishop
Publication Year:1995
ISBN:198538642
Pages:498
Language:English
File Size:22.439
Format:PDF
Price:FREE
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