Mixtures: Estimation and Applications

Mixtures: Estimation and Applications

Editor(s): Kerrie L. Mengersen, Christian P. Robert, D. Michael Titterington

Published Online: 24 APR 2011 09:58PM EST

Print ISBN: 9781119993896

Online ISBN: 9781119995678

DOI: 10.1002/9781119995678

About this Book

This book uses the EM (expectation maximization) algorithm to simultaneously estimate the missing data and unknown parameter(s) associated with a data set. The parameters describe the component distributions of the mixture; the distributions may be continuous or discrete.

The editors provide a complete account of the applications, mathematical structure and statistical analysis of finite mixture distributions along with MCMC computational methods, together with a range of detailed discussions covering the applications of the methods and features chapters from the leading experts on the subject. The applications are drawn from scientific discipline, including biostatistics, computer science, ecology and finance. This area of statistics is important to a range of disciplines, and its methodology attracts interest from researchers in the fields in which it can be applied.

Table of contents

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