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9780470317686

Multivariate Density Estimation: Theory, Practice, and Visualization

by
  • ISBN13:

    9780470317686

  • ISBN10:

    047031768X

  • Format: eBook
  • Copyright: 2009-09-01
  • Publisher: Wiley
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List Price: $161.00
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Summary

Written to convey an intuitive feel for both theory and practice, its main objective is to illustrate what a powerful tool density estimation can be when used not only with univariate and bivariate data but also in the higher dimensions of trivariate and quadrivariate information. Major concepts are presented in the context of a histogram in order to simplify the treatment of advanced estimators. Features 12 four-color plates, numerous graphic illustrations as well as a multitude of problems and solutions.

Table of Contents

Representation and Geometry of Multivariate Data
Nonparametric Estimation Criteria
Histograms: Theory and Practice
Frequency Polygons
Averaged Shifted Histograms
Kernel Density Estimators
The Curse of Dimensionality and Dimension Reduction
Nonparametric Regression and Additive Models
Special Topics
Appendices
Indexes
Table of Contents provided by Publisher. All Rights Reserved.

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