Statistical modeling by wavelets

Statistical modeling by wavelets

by Vidakovic, Brani

Type Book
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A comprehensive, step-by-step introduction to wavelets in statistics. What are wavelets? What makes them increasingly indispensable in statistical nonparametrics? Why are they suitable for "time-scale" applications? How are they used to solve such problems as denoising, regression, or density estimation? Where can one find up-to-date information on these newly "discovered" mathematical objects? These are some of the questions Brani Vidakovic answers in Statistical Modeling by Wavelets. Providin…

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Title Statements

  • Full title :Statistical modeling by wavelets / Brani Vidakovic.

Summary

A comprehensive, step-by-step introduction to wavelets in statistics. What are wavelets? What makes them increasingly indispensable in statistical nonparametrics? Why are they suitable for "time-scale" applications? How are they used to solve such problems as denoising, regression, or density estimation? Where can one find up-to-date information on these newly "discovered" mathematical objects? These are some of the questions Brani Vidakovic answers in Statistical Modeling by Wavelets. Providing a much-needed introduction to the latest tools afforded statisticians by wavele.

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Edition Statements

  • Publication Date:1999.

Publication Statements

  • Publisher(s):Wiley
  • Place of Publication:New York
  • Language:eng
  • Publication Date:1999.

The Physical Object

  • Description:1 online resource (xiii, 382 pages) : : illustrations

Edition Identifiers

  • ISBN:9780470317020, 0470317027, 9780470317860, 0470317868, 1282307754, 9781282307759, 9786612307751, 6612307757
  • DOI:10.1002/9780470317020
  • oclc:ocn264615414
  • LC Classification:QA403.3
  • Dewey Decimal:515/.2433

Table of Contents

Statistical Modeling by Wavelets; Contents; Preface; Acknowledgments; 1. Introduction; 2. Prerequisites; 3. Wavelets; 4. Discrete Wavelet Transformations; 5. Some Generalizations; 6. Wavelet Shrinkage; 7. Density Estimation; 8. Bayesian Methods in Wavelets; 9. Wavelets and Random Processes; 10. Wavelet-Based Random I'ariables and Densities; 11. Miscellaneous Statisticul Applications; References; Notation Index; Author Index; Subject Index.

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