The Resource Statistical pattern recognition, Andrew R. Webb, Keith D. Copsey

Statistical pattern recognition, Andrew R. Webb, Keith D. Copsey

Label
Statistical pattern recognition
Title
Statistical pattern recognition
Statement of responsibility
Andrew R. Webb, Keith D. Copsey
Creator
Contributor
Subject
Language
eng
Summary
"Statistical pattern recognition relates to the use of statistical techniques for analysing data measurements in order to extract information and make justified decisions. It is a very active area of study and research, which has seen many advances in recent years. Applications such as data mining, web searching, multimedia data retrieval, face recognition, and cursive handwriting recognition, all require robust and efficient pattern recognition techniques. This third edition provides an introduction to statistical pattern theory and techniques, with material drawn from a wide range of fields, including the areas of engineering, statistics, computer science and the social sciences. The book has been updated to cover new methods and applications, and includes a wide range of techniques such as Bayesian methods, neural networks, support vector machines, feature selection and feature reduction techniques.Technical descriptions and motivations are provided, and the techniques are illustrated using real examples. The in-depth technical descriptions make the book suitable for senior undergraduate and graduate students in statistics, computer science and engineering. Statistical Pattern Recognition is also an excellent reference source for technical professionals. Chapters have been arranged to facilitate implementation of the techniques by software engineers and developers in non-statistical engineering fields."--Publisher's website
Cataloging source
UKMGB
http://library.link/vocab/creatorName
Webb, A. R.
Illustrations
illustrations
Index
index present
LC call number
Q327
LC item number
.W43 2011
Literary form
non fiction
Nature of contents
bibliography
http://library.link/vocab/relatedWorkOrContributorName
Copsey, Keith D
http://library.link/vocab/subjectName
  • Pattern perception
  • Decision making
  • Mathematical statistics
Label
Statistical pattern recognition, Andrew R. Webb, Keith D. Copsey
Instantiates
Publication
Note
Previous ed.: New York: Wiley, 2002
Bibliography note
Includes bibliographical references (p. [591]-636) and index
Contents
Density estimation-parametric -- Density estimation-Bayesian -- Density estimation-nonparametric -- Linear discriminant analysis -- Nonlinear discriminant analysis-kernel and projection methods -- Rule and decision tree induction -- Ensemble methods -- Performance assessment -- Feature selection and extraction -- Clustering -- Complex networks -- Additional topics
Dimensions
25 cm.
Edition
3rd ed.
Extent
xxiv, 642 p.
Isbn
9780470682289
Isbn Type
(pbk.)
Other physical details
ill.
System control number
  • 3932290-01okla_normanlaw
  • (SIRSI)3932290
  • (Sirsi) o751717289
  • (OCoLC)751717289
Label
Statistical pattern recognition, Andrew R. Webb, Keith D. Copsey
Publication
Note
Previous ed.: New York: Wiley, 2002
Bibliography note
Includes bibliographical references (p. [591]-636) and index
Contents
Density estimation-parametric -- Density estimation-Bayesian -- Density estimation-nonparametric -- Linear discriminant analysis -- Nonlinear discriminant analysis-kernel and projection methods -- Rule and decision tree induction -- Ensemble methods -- Performance assessment -- Feature selection and extraction -- Clustering -- Complex networks -- Additional topics
Dimensions
25 cm.
Edition
3rd ed.
Extent
xxiv, 642 p.
Isbn
9780470682289
Isbn Type
(pbk.)
Other physical details
ill.
System control number
  • 3932290-01okla_normanlaw
  • (SIRSI)3932290
  • (Sirsi) o751717289
  • (OCoLC)751717289

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