株式会社極東書店トップ商品一覧Mixture : Estimation and Applications.

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Mixture

Mixture : Estimation and Applications. 混合-推定と応用

・ISBN 978-1-119-99389-6 hard US$ 122.95

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電子版あり 大学・学術機関向け電子ブック(eBook)ISBN 978-1-119-99567-8

著者・編者Mengersen, Kerrie L. / Robert, C. P. / Titterington, D. M. (eds.),
シリーズWiley Series in Probability and Statistics
出版社(Wiley, US)
出版年月2011
ページ数311 pp.
言語ENG
ニュース番号<584-254>

解説

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.