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Pattern recognition and neural networks

Author: Brian D Ripley
Publisher: Cambridge : Cambridge Univ. Press, 2009.
Edition/Format:   Print book : English : 1. paperback ed. 1997, reprinted 2009View all editions and formats
Summary:

This 1996 book is a reliable account of the statistical framework for pattern recognition and machine learning. Valuable advice is included on both theory and applications, while case studies based  Read more...

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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Brian D Ripley
ISBN: 9780521717700 0521717701
OCLC Number: 551883623
Notes: Literaturverz. S. [355] - 390.
Description: XII, 403 Seiten : Diagramme
Contents: 1. Introduction and examples; 2. Statistical decision theory; 3. Linear discriminant analysis; 4. Flexible discriminants; 5. Feed-forward neural networks; 6. Non-parametric methods; 7. Tree-structured classifiers; 8. Belief networks; 9. Unsupervised methods; 10. Finding good pattern features; Appendix: statistical sidelines; Glossary; References; Author index; Subject index.
Responsibility: B.D. Ripley.

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'The combination of theory and examples makes this a unique and interesting book.' A. Gelman, Journal of the International Statistical Institute 'I can warmly recommend this book. Every researcher Read more...

 
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