The Resource The EM algorithm and extensions, Geoffrey J. McLachlan, Thriyambakam Krishnan
The EM algorithm and extensions, Geoffrey J. McLachlan, Thriyambakam Krishnan
Resource Information
The item The EM algorithm and extensions, Geoffrey J. McLachlan, Thriyambakam Krishnan represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of Missouri Libraries.This item is available to borrow from 1 library branch.
Resource Information
The item The EM algorithm and extensions, Geoffrey J. McLachlan, Thriyambakam Krishnan represents a specific, individual, material embodiment of a distinct intellectual or artistic creation found in University of Missouri Libraries.
This item is available to borrow from 1 library branch.
- Summary
- "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 addition, unveil many parallels and connections between the EM algorithm and Markov chain Monte Carlo algorithms. Thorough discussions on the complexities and drawbacks that arise from the basic EM algorithm, such as slow convergence and lack of an in-built procedure to compute the covariance matrix of parameter estimates, are also presented." "The EM Algorithm and Extensions, Second Edition serves as an excellent text for graduate-level statistics students and is also a comprehensive resource for theoreticians, practitioners, and researchers in the social and physical sciences who would like to extend their knowledge of the EM algorithm."--BOOK JACKET
- Language
- eng
- Edition
- 2nd ed.
- Extent
- xxvii, 359 pages
- 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
- Isbn
- 9780471201700
- Label
- The EM algorithm and extensions
- Title
- The EM algorithm and extensions
- Statement of responsibility
- Geoffrey J. McLachlan, Thriyambakam Krishnan
- Language
- eng
- Summary
- "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 addition, unveil many parallels and connections between the EM algorithm and Markov chain Monte Carlo algorithms. Thorough discussions on the complexities and drawbacks that arise from the basic EM algorithm, such as slow convergence and lack of an in-built procedure to compute the covariance matrix of parameter estimates, are also presented." "The EM Algorithm and Extensions, Second Edition serves as an excellent text for graduate-level statistics students and is also a comprehensive resource for theoreticians, practitioners, and researchers in the social and physical sciences who would like to extend their knowledge of the EM algorithm."--BOOK JACKET
- Cataloging source
- DLC
- http://library.link/vocab/creatorDate
- 1946-
- http://library.link/vocab/creatorName
- McLachlan, Geoffrey J.
- Dewey number
- 519.5/44
- Illustrations
- illustrations
- Index
- index present
- LC call number
- QA276.8
- LC item number
- .M394 2008
- Literary form
- non fiction
- Nature of contents
- bibliography
- http://library.link/vocab/relatedWorkOrContributorDate
- 1938-
- http://library.link/vocab/relatedWorkOrContributorName
- Krishnan, T.
- Series statement
- Wiley series in probability and statistics
- http://library.link/vocab/subjectName
-
- Expectation-maximization algorithms
- Estimation theory
- Missing observations (Statistics)
- Expectation-maximization algorithms
- Estimation theory
- Missing observations (Statistics)
- Label
- The EM algorithm and extensions, Geoffrey J. McLachlan, Thriyambakam Krishnan
- Bibliography note
- Includes bibliographical references (pages 311-337) and indexes
- Carrier category
- volume
- Carrier category code
-
- nc
- Carrier MARC source
- rdacarrier
- Content category
- text
- Content type code
-
- txt
- Content type MARC source
- rdacontent
- 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
- Control code
- 137325058
- Dimensions
- 25 cm
- Edition
- 2nd ed.
- Extent
- xxvii, 359 pages
- Isbn
- 9780471201700
- Isbn Type
- (cloth)
- Lccn
- 2007017908
- Media category
- unmediated
- Media MARC source
- rdamedia
- Media type code
-
- n
- Other physical details
- illustrations
- System control number
- (OCoLC)137325058
- Label
- The EM algorithm and extensions, Geoffrey J. McLachlan, Thriyambakam Krishnan
- Bibliography note
- Includes bibliographical references (pages 311-337) and indexes
- Carrier category
- volume
- Carrier category code
-
- nc
- Carrier MARC source
- rdacarrier
- Content category
- text
- Content type code
-
- txt
- Content type MARC source
- rdacontent
- 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
- Control code
- 137325058
- Dimensions
- 25 cm
- Edition
- 2nd ed.
- Extent
- xxvii, 359 pages
- Isbn
- 9780471201700
- Isbn Type
- (cloth)
- Lccn
- 2007017908
- Media category
- unmediated
- Media MARC source
- rdamedia
- Media type code
-
- n
- Other physical details
- illustrations
- System control number
- (OCoLC)137325058
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<div class="citation" vocab="http://schema.org/"><i class="fa fa-external-link-square fa-fw"></i> Data from <span resource="http://link.library.missouri.edu/portal/The-EM-algorithm-and-extensions-Geoffrey-J./r_GbW6gpjts/" typeof="Book http://bibfra.me/vocab/lite/Item"><span property="name http://bibfra.me/vocab/lite/label"><a href="http://link.library.missouri.edu/portal/The-EM-algorithm-and-extensions-Geoffrey-J./r_GbW6gpjts/">The EM algorithm and extensions, Geoffrey J. McLachlan, Thriyambakam Krishnan</a></span> - <span property="potentialAction" typeOf="OrganizeAction"><span property="agent" typeof="LibrarySystem http://library.link/vocab/LibrarySystem" resource="http://link.library.missouri.edu/"><span property="name http://bibfra.me/vocab/lite/label"><a property="url" href="http://link.library.missouri.edu/">University of Missouri Libraries</a></span></span></span></span></div>
