Feature Extraction
(Sprache: Englisch)
This book is both a reference for engineers and scientists and a teaching resource, featuring tutorial chapters and research papers on feature extraction. Until now there has been insufficient consideration of feature selection algorithms, no unified...
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Klappentext zu „Feature Extraction “
This book is both a reference for engineers and scientists and a teaching resource, featuring tutorial chapters and research papers on feature extraction. Until now there has been insufficient consideration of feature selection algorithms, no unified presentation of leading methods, and no systematic comparisons.Inhaltsverzeichnis zu „Feature Extraction “
Part I: Fundamentals in feature extraction- General introduction
- Learning machines
- Assessment methods
- Filter methods
- Search strategies for wrapper methods
- Embedded methods
- Information theoretic methods
- Bayesian and ensemble methods
- Feature construction
- Learning theory of feature selection
Part II: Advances in feature selection and applications
Part III: Advances in feature construction and applications
Part IV: Other related topics
Bibliographische Angaben
- 1. A., 778 Seiten, 14 farbige Abbildungen, Maße: 16,1 x 24,4 cm, Gebunden, Englisch
- Herausgegeben: Isabelle Guyon, Steve Gunn, Masoud Nikravesh, Lofti A. Zadeh
- Verlag: Springer
- ISBN-10: 3540354875
- ISBN-13: 9783540354871
- Erscheinungsdatum: 20.07.2006
Sprache:
Englisch
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