Pattern Recognition and Neural Networks
(Sprache: Englisch)
This 1996 book explains the statistical framework for pattern recognition and machine learning, now in paperback.
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Produktinformationen zu „Pattern Recognition and Neural Networks “
This 1996 book explains the statistical framework for pattern recognition and machine learning, now in paperback.
Klappentext zu „Pattern Recognition and Neural Networks “
This 1996 book is a reliable account of the statistical framework for pattern recognition and machine learning. With unparalleled coverage and a wealth of case-studies this book gives valuable insight into both the theory and the enormously diverse applications (which can be found in remote sensing, astrophysics, engineering and medicine, for example). So that readers can develop their skills and understanding, many of the real data sets used in the book are available from the author's website: www.stats.ox.ac.uk/~ripley/PRbook/. For the same reason, many examples are included to illustrate real problems in pattern recognition. Unifying principles are highlighted, and the author gives an overview of the state of the subject, making the book valuable to experienced researchers in statistics, machine learning/artificial intelligence and engineering. The clear writing style means that the book is also a superb introduction for non-specialists.
Inhaltsverzeichnis zu „Pattern Recognition and Neural Networks “
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.
Autoren-Porträt von Brian D. Ripley
Ripley, Brian D.Brian Ripley is the Professor of Applied Statistics at the University of Oxford and a member of the Department of Statistics as well as a Professorial Fellow of St. Peter's College.
Bibliographische Angaben
- Autor: Brian D. Ripley
- 2008, 416 Seiten, mit Schwarz-Weiß-Abbildungen, mit Abbildungen, Maße: 24,4 cm, Kartoniert (TB), Englisch
- Verlag: Cambridge University Press
- ISBN-10: 0521717701
- ISBN-13: 9780521717700
Sprache:
Englisch
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