The EM algorithm and extensions (Book, 2008) []
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The EM algorithm and extensions

Author: Geoffrey J McLachlan; T Krishnan
Publisher: Hoboken, N.J. : Wiley-Interscience, ©2008.
Series: Wiley series in probability and statistics.
Edition/Format:   Print book : English : 2nd edView all editions and formats
"Complete with updates that capture developments from the past decade, The EM Algorithm and Extensions, Second Edition successfully provides a basic understanding of the EM algorithm by describing its inception, implementation, and applicability in numerous statistical contexts. In conjunction with the fundamentals of the topic, the authors discuss convergence issues and computation of standard errors, and, in  Read more...

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Additional Physical Format: Online version:
McLachlan, Geoffrey J., 1946-
EM algorithm and extensions.
Hoboken, N.J. : Wiley-Interscience, ©2008
Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Geoffrey J McLachlan; T Krishnan
ISBN: 9780471201700 0471201707
OCLC Number: 137325058
Description: xxvii, 359 pages : illustrations ; 25 cm.
Contents: Examples of the EM algorithm --
Basic theory of the EM algorithm --
Standard errors and speeding up convergence --
Extensions of the EM algorithm --
Monte Carlo versions of the EM algorithm --
Some generalizations of the EM algorithm --
Further applications of the EM algorithm.
Series Title: Wiley series in probability and statistics.
Responsibility: Geoffrey J. McLachlan, Thriyambakam Krishnan.
More information:


Since its inception in 1977, the Expectation-Maximization (EM) algorithm has been the subject of intense scrutiny, dozens of applications, numerous extensions, and thousands of publications. The  Read more...


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"The EM Algorithm and Extension, Second Edition , serves as an excellent text for graduate-level statistics students and is also a comprehensive resource for theoreticians, practioners, and Read more...

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