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Neural networks for pattern recognition

Author: Christopher M Bishop
Publisher: Oxford : Clarendon Press ; New York : Oxford University Press, 1995.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:

This book is the first to provide a comprehensive account of neural networks from a statistical perspective. Its emphasis is on pattern recognition, which currently represents the area of greatest  Read more...

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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Christopher M Bishop
ISBN: 0198538499 9780198538493 0198538642 9780198538646
OCLC Number: 33101074
Description: xvii, 482 pages : illustrations ; 24 cm
Contents: 1. Statistical Pattern Recognition --
2. Probability Density Estimation --
3. Single-Layer Networks --
4. The Multi-layer Perceptron --
5. Radial Basis Functions --
6. Error Functions --
7. Parameter Optimization Algorithms --
8. Pre-processing and Feature Extraction --
9. Learning and Generalization --
10. Bayesian Techniques.
Responsibility: Christopher M. Bishop.
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This outstanding book contributes remarkably to a better statistical understanding of artificial neural networks. The superior quality of this book is that it presents a comprehensive self-contained Read more...

 
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