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Pattern Recognition.

Author: Sergios Theodoridis; Konstantinos Koutroumbas
Publisher: Burlington : Elsevier, 2008.
Edition/Format:   eBook : Document : English : 4th edView all editions and formats
Summary:
The only book to combine coverage of classical topics with the most recent methods just developed, making it a complete resource on using all the techniques in pattern recognition today.
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Genre/Form: Electronic books
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Sergios Theodoridis; Konstantinos Koutroumbas
ISBN: 9780080949123 0080949126 9781597492720 1597492728
OCLC Number: 635293106
Description: 1 online resource (981 pages)
Contents: Front Cover; Pattern Recognition; Copyright Page; Contents; Preface; Chapter 1 Introduction; Chapter 2 Classifiers Based on Bayes Decision Theory; Chapter 3 Linear Classifiers; Chapter 4 Nonlinear Classifiers; Chapter 5 Feature Selection; Chapter 6 Feature Generation I: Data Transformation and Dimensionality Reduction; Chapter 7 Feature Generation II; Chapter 8 Template Matching; Chapter 9 Context-Dependent Classification; Chapter 10 Supervised Learning: The Epilogue; Chapter 11 Clustering: Basic Concepts; Chapter 12 Clustering Algorithms I: Sequential Algorithms. Chapter 13 Clustering Algorithms II: Hierarchical AlgorithmsChapter 14 Clustering Algorithms III: Schemes Based on Function Optimization; Chapter 15 Clustering Algorithms IV; Chapter 16 Cluster Validity; Appendix A Hints from Probability and Statistics; Appendix B Linear Algebra Basics; Appendix C Cost Function Optimization; Appendix D Basic Definitions from Linear Systems Theory; Index.

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Considers classical and theory and practice, of supervised, unsupervised and semi-supervised pattern recognition, to build a complete background for professionals and students of engineering. This  Read more...

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"This book is an excellent reference for pattern recognition, machine learning, and data mining. It focuses on the problems of classification and clustering, the two most important general problems Read more...

 
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