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Multivariate Density Estimation : Theory, Practice, and Visualization, Hardco...

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Book Title
Multivariate Density Estimation : Theory, Practice, and Visualiza
ISBN
9780471697558
Publication Name
Multivariate Density Estimation: Theory, Practice, and Visualization
Publisher
John Wiley & Sons INC International Concepts
Subject
Mathematics
Series
Wiley Series in Probability and Statistics
Publication Year
2015
Type
Textbook
Format
Hardcover
Language
English
Item Height
246 mm
Author
David W. Scott
Item Width
159 mm
Item Weight
686 g
Number of Pages
384 Pages

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Product Information

Clarifies modern data analysis through nonparametric density estimation for a complete working knowledge of the theory and methods Featuring a thoroughly revised presentation, Multivariate Density Estimation: Theory, Practice, and Visualization, Second Edition maintains an intuitive approach to the underlying methodology and supporting theory of density estimation. Including new material and updated research in each chapter, the Second Edition presents additional clarification of theoretical opportunities, new algorithms, and up-to-date coverage of the unique challenges presented in the field of data analysis. The new edition focuses on the various density estimation techniques and methods that can be used in the field of big data. Defining optimal nonparametric estimators, the Second Edition demonstrates the density estimation tools to use when dealing with various multivariate structures in univariate, bivariate, trivariate, and quadrivariate data analysis. Continuing to illustrate the major concepts in the context of the classical histogram, Multivariate Density Estimation: Theory, Practice, and Visualization, Second Edition also features: Over 150 updated figures to clarify theoretical results and to show analyses of real data sets An updated presentation of graphic visualization using computer software such as R A clear discussion of selections of important research during the past decade, including mixture estimation, robust parametric modeling algorithms, and clustering More than 130 problems to help readers reinforce the main concepts and ideas presented Boxed theorems and results allowing easy identification of crucial ideas Figures in color in the digital versions of the book A website with related data sets Multivariate Density Estimation: Theory, Practice, and Visualization, Second Edition is an ideal reference for theoretical and applied statisticians, practicing engineers, as well as readers interested in the theoretical aspects of nonparametric estimation and the application of these methods to multivariate data. The Second Edition is also useful as a textbook for introductory courses in kernel statistics, smoothing, advanced computational statistics, and general forms of statistical distributions.

Product Identifiers

Publisher
John Wiley & Sons INC International Concepts
ISBN-13
9780471697558
eBay Product ID (ePID)
27046554530

Product Key Features

Series
Wiley Series in Probability and Statistics
Author
David W. Scott
Publication Name
Multivariate Density Estimation: Theory, Practice, and Visualization
Format
Hardcover
Language
English
Subject
Mathematics
Publication Year
2015
Type
Textbook
Number of Pages
384 Pages

Dimensions

Item Height
246 mm
Item Width
159 mm
Item Weight
686 g

Additional Product Features

Country/Region of Manufacture
United States
Title_Author
David W. Scott

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增值稅識別編號:
  • GB 307932304
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