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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...
Autores principales: | , , |
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Lenguaje: | eng |
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John Wiley & Sons
2011
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Acceso en línea: | http://cds.cern.ch/record/1486956 |
_version_ | 1780926187214733312 |
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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 |
id | cern-1486956 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2011 |
publisher | John Wiley & Sons |
record_format | invenio |
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 |