| Document Type
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BL
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| Record Number
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1043079
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| Doc. No
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b797449
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| Main Entry
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Klemelä, Jussi,1965-
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| Title & Author
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Smoothing of multivariate data : : density estimation and visualization /\ Jussi Klemelä.
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| Publication Statement
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Hoboken, N.J. :: John Wiley & Sons,, ©2009.
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| Series Statement
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Wiley Series in Probability and Statistics ;; v.737
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| Page. NO
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1 online resource (xxvi, 603 pages) :: illustrations
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| ISBN
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0470425660
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: 0470425679
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: 1283916126
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: 1613446012
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: 9780470425664
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: 9780470425671
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: 9781283916127
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: 9781613446010
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0470290889
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9780470290880
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| Bibliographies/Indexes
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Includes bibliographical references (pages 575-590) and indexes.
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| Contents
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Smoothing of Multivariate Data: Density Estimation and Visualization; CONTENTS; Preface; Introduction; PART I VISUALIZATION; PART II ANALYTICAL AND ALGORITHMIC TOOLS; PART III TOOLBOX OF DENSITY ESTIMATORS; Appendix A: Notations; Appendix B: Formulas; Appendix C: The Parent-Child Relations in a Mode Graph; Appendix D: Trees; Appendix E: Proofs; Problem Solutions; References; Author Index; Topic Index.
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| Abstract
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An applied treatment of the key methods and state-of-the-art tools for visualizing and understanding statistical data. Smoothing of Multivariate Data provides an illustrative and hands-on approach to the multivariate aspects of density estimation, emphasizing the use of visualization tools. Rather than outlining the theoretical concepts of classification and regression, this book focuses on the procedures for estimating a multivariate distribution via smoothing. The author first provides an introduction to various visualization tools that can be used to construct representations of multivariat.
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| Subject
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Analysis of variance.
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Estimation theory.
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| Subject
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Smoothing (Statistics)
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Analysis of variance.
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Estimation theory.
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| Subject
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MATHEMATICS-- Probability Statistics-- General.
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| Subject
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Smoothing (Statistics)
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| Dewey Classification
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519.5
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| LC Classification
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QA278.K584 2009
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