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9780471006268

Finite Mixture Models

by ;
  • ISBN13:

    9780471006268

  • ISBN10:

    0471006262

  • Edition: 1st
  • Format: Hardcover
  • Copyright: 2000-10-02
  • Publisher: Wiley-Interscience
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Supplemental Materials

What is included with this book?

Summary

Finite Mixture Models is an important resource for both applied and theoretical statisticians as well as for researchers in the many areas in which finite mixture models can be used to analyze data.

Author Biography

GEOFFREY McLACHLAN, PhD, DSc, is Professor in the Department of Mathematics at the University of Queensland, Australia.

Table of Contents

General Introduction.
ML Fitting of Mixture Models.
Multivariate Normal Mixtures.
Bayesian Approach to Mixture Analysis.
Mixtures with Nonnormal Components.
Assessing the Number of Components in Mixture Models.
Multivariate t Mixtures.
Mixtures of Factor Analyzers.
Fitting Mixture Models to Binned Data.
Mixture Models for Failure-Time Data.
Mixture Analysis of Directional Data.
Variants of the EM Algorithm for Large Databases.
Hidden Markov Models.
Appendices.
References.
Indexes.

Supplemental Materials

What is included with this book?

The New copy of this book will include any supplemental materials advertised. Please check the title of the book to determine if it should include any access cards, study guides, lab manuals, CDs, etc.

The Used, Rental and eBook copies of this book are not guaranteed to include any supplemental materials. Typically, only the book itself is included. This is true even if the title states it includes any access cards, study guides, lab manuals, CDs, etc.

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