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Mixtures: Estimation and Applications

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 compl...

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Detalles Bibliográficos
Autores principales: Mengersen, Kerrie, Robert, Christian, Titterington, Mike
Lenguaje:eng
Publicado: John Wiley & Sons 2011
Materias:
Acceso en línea:http://cds.cern.ch/record/1486956
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author Mengersen, Kerrie
Robert, Christian
Titterington, Mike
author_facet Mengersen, Kerrie
Robert, Christian
Titterington, Mike
author_sort Mengersen, Kerrie
collection CERN
description 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
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institution Organización Europea para la Investigación Nuclear
language eng
publishDate 2011
publisher John Wiley & Sons
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spelling cern-14869562021-04-22T00:15:20Zhttp://cds.cern.ch/record/1486956engMengersen, KerrieRobert, ChristianTitterington, MikeMixtures: Estimation and ApplicationsMathematical Physics and Mathematics 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 subjectJohn Wiley & Sonsoai:cds.cern.ch:14869562011
spellingShingle Mathematical Physics and Mathematics
Mengersen, Kerrie
Robert, Christian
Titterington, Mike
Mixtures: Estimation and Applications
title Mixtures: Estimation and Applications
title_full Mixtures: Estimation and Applications
title_fullStr Mixtures: Estimation and Applications
title_full_unstemmed Mixtures: Estimation and Applications
title_short Mixtures: Estimation and Applications
title_sort mixtures: estimation and applications
topic Mathematical Physics and Mathematics
url http://cds.cern.ch/record/1486956
work_keys_str_mv AT mengersenkerrie mixturesestimationandapplications
AT robertchristian mixturesestimationandapplications
AT titteringtonmike mixturesestimationandapplications