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Correlated data analysis : modeling, analytics, and applications

Author: Peter X -K Song
Publisher: New York : Springer, ©2007.
Series: Springer series in statistics.
Edition/Format:   Print book : EnglishView all editions and formats
Summary:
"This book presents some recent developments in correlated data analysis. It utilizes the class of dispersion models as marginal components in the formulation of joint models for correlated data. This enables the book to handle a broader range of data types than those analyzed by traditional generalized linear models." "Various real-world data examples, numerical illustrations and software usage tips are presented  Read more...
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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Peter X -K Song
ISBN: 9780387713922 0387713921 9780387713939 038771393X 144192440X 9781441924407
OCLC Number: 149011056
Description: xv, 346 : illustrations ; 24 cm
Contents: 1. Introduction and examples --
2. Dispersion models --
3. Inference functions --
4. Modeling correlated data --
5. Marginal generalized linear models --
6. Vector generalized linear models --
7. Mixed-effects models: likelihood-based inference --
8. Mixed-effects models: Bayesian inference --
9. Linear predictors --
10. Generalized state space models --
11. Generalized state space models for longitudinal binomial data --
12. Generalized state space models for longitudinal count data --
13. Missing data in longitudinal studies.
Series Title: Springer series in statistics.
Responsibility: Peter X.-K. Song.
More information:

Abstract:

It utilizes the class of dispersion models as marginal components in the formulation of joint models for correlated data. In addition to the discussions on marginal models and mixed-effects models,  Read more...

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From the reviews:"The book presents recent developments in the field of correlated data analysis. Its aim is to give a systematic account of regression models and their application to the modelling Read more...

 
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\n\n

Primary Entity<\/h3>\n
<http:\/\/www.worldcat.org\/oclc\/149011056<\/a>> # Correlated data analysis : modeling, analytics, and applications<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:CreativeWork<\/a>, schema:Book<\/a> ;\u00A0\u00A0\u00A0\nlibrary:oclcnum<\/a> \"149011056<\/span>\" ;\u00A0\u00A0\u00A0\nlibrary:placeOfPublication<\/a> <http:\/\/dbpedia.org\/resource\/New_York_City<\/a>> ; # New York<\/span>\n\u00A0\u00A0\u00A0\nlibrary:placeOfPublication<\/a> <http:\/\/id.loc.gov\/vocabulary\/countries\/nyu<\/a>> ;\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/generalized_estimating_equations<\/a>> ; # Generalized estimating equations<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/models_statistical<\/a>> ; # Models, Statistical<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/medidas_repetidas<\/a>> ; # Medidas repetidas<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/correlation_statistique<\/a>> ; # Corr\u00E9lation (statistique)<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/pesquisa_e_planejamento_estatistico<\/a>> ; # Pesquisa e planejamento estat\u00EDstico<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/data_interpretation_statistical<\/a>> ; # Data Interpretation, Statistical<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/longitudinal_method<\/a>> ; # Longitudinal method<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/korrelationsanalyse<\/a>> ; # Korrelationsanalyse<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/methode_longitudinale<\/a>> ; # M\u00E9thode longitudinale<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/equations_d_estimation_generalisees<\/a>> ; # Equations d\'estimation g\u00E9n\u00E9ralis\u00E9es<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/correlation_statistics<\/a>> ; # Correlation (Statistics)<\/span>\n\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/dewey.info\/class\/519.537\/e22\/<\/a>> ;\u00A0\u00A0\u00A0\nschema:bookFormat<\/a> bgn:PrintBook<\/a> ;\u00A0\u00A0\u00A0\nschema:copyrightYear<\/a> \"2007<\/span>\" ;\u00A0\u00A0\u00A0\nschema:creator<\/a> <http:\/\/viaf.org\/viaf\/56399435<\/a>> ; # Xue-Kun Song<\/span>\n\u00A0\u00A0\u00A0\nschema:datePublished<\/a> \"2007<\/span>\" ;\u00A0\u00A0\u00A0\nschema:description<\/a> \"\"This book presents some recent developments in correlated data analysis. It utilizes the class of dispersion models as marginal components in the formulation of joint models for correlated data. This enables the book to handle a broader range of data types than those analyzed by traditional generalized linear models.\" \"Various real-world data examples, numerical illustrations and software usage tips are presented throughout the book. This book has evolved from lecture notes on longitudinal data analysis, and may be considered suitable as a textbook for a graduate course on correlated data analysis. This book is inclined more towards technical details regarding the underlying theory and methodology used in software-based applications. Therefore, the book will serve as a useful reference for those who want theoretical explanations to puzzles arising from data analyses or deeper understanding of underlying theory related to analyses.\"--Jacket.<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\nschema:description<\/a> \"1. Introduction and examples -- 2. Dispersion models -- 3. Inference functions -- 4. Modeling correlated data -- 5. Marginal generalized linear models -- 6. Vector generalized linear models -- 7. Mixed-effects models: likelihood-based inference -- 8. Mixed-effects models: Bayesian inference -- 9. Linear predictors -- 10. Generalized state space models -- 11. Generalized state space models for longitudinal binomial data -- 12. Generalized state space models for longitudinal count data -- 13. 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<http:\/\/dewey.info\/class\/519.537\/e22\/<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Agent\/springer<\/a>> # Springer<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nbgn:Agent<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Springer<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Series\/springer_series_in_statistics<\/a>> # Springer series in statistics.<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nbgn:PublicationSeries<\/a> ;\u00A0\u00A0\u00A0\nschema:hasPart<\/a> <http:\/\/www.worldcat.org\/oclc\/149011056<\/a>> ; # Correlated data analysis : modeling, analytics, and applications<\/span>\n\u00A0\u00A0\u00A0\nschema:name<\/a> \"Springer series in statistics.<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Springer series in statistics<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/correlation_statistics<\/a>> # Correlation (Statistics)<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Correlation (Statistics)<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/correlation_statistique<\/a>> # Corr\u00E9lation (statistique)<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Corr\u00E9lation (statistique)<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Corr\u00E9lation (Statistique)<\/span>\"@fr<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/data_interpretation_statistical<\/a>> # Data Interpretation, Statistical<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Data Interpretation, Statistical<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
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<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/generalized_estimating_equations<\/a>> # Generalized estimating equations<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Generalized estimating equations<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/korrelationsanalyse<\/a>> # Korrelationsanalyse<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Korrelationsanalyse<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/longitudinal_method<\/a>> # Longitudinal method<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Longitudinal method<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/medidas_repetidas<\/a>> # Medidas repetidas<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Medidas repetidas<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/methode_longitudinale<\/a>> # M\u00E9thode longitudinale<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"M\u00E9thode longitudinale<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"M\u00E9thode longitudinale<\/span>\"@fr<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/models_statistical<\/a>> # Models, Statistical<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Models, Statistical<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/experiment.worldcat.org\/entity\/work\/data\/9593898731#Topic\/pesquisa_e_planejamento_estatistico<\/a>> # Pesquisa e planejamento estat\u00EDstico<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Intangible<\/a> ;\u00A0\u00A0\u00A0\nschema:name<\/a> \"Pesquisa e planejamento estat\u00EDstico<\/span>\"@en<\/a> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/id.loc.gov\/vocabulary\/countries\/nyu<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:Place<\/a> ;\u00A0\u00A0\u00A0\ndcterms:identifier<\/a> \"nyu<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/viaf.org\/viaf\/56399435<\/a>> # Xue-Kun Song<\/span>\n\u00A0\u00A0\u00A0\u00A0a \nschema:Person<\/a> ;\u00A0\u00A0\u00A0\nschema:birthDate<\/a> \"1964<\/span>\" ;\u00A0\u00A0\u00A0\nschema:familyName<\/a> \"Song<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \" Xue-Kun<\/span>\" ;\u00A0\u00A0\u00A0\nschema:givenName<\/a> \"Peter X.-K<\/span>\" ;\u00A0\u00A0\u00A0\nschema:name<\/a> \" Xue-Kun Song<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/worldcat.org\/isbn\/9780387713922<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:ProductModel<\/a> ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"0387713921<\/span>\" ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"9780387713922<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/worldcat.org\/isbn\/9780387713939<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:ProductModel<\/a> ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"038771393X<\/span>\" ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"9780387713939<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/worldcat.org\/isbn\/9781441924407<\/a>>\u00A0\u00A0\u00A0\u00A0a \nschema:ProductModel<\/a> ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"144192440X<\/span>\" ;\u00A0\u00A0\u00A0\nschema:isbn<\/a> \"9781441924407<\/span>\" ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
<http:\/\/www.worldcat.org\/title\/-\/oclc\/149011056<\/a>>\u00A0\u00A0\u00A0\u00A0a \ngenont:InformationResource<\/a>, genont:ContentTypeGenericResource<\/a> ;\u00A0\u00A0\u00A0\nschema:about<\/a> <http:\/\/www.worldcat.org\/oclc\/149011056<\/a>> ; # Correlated data analysis : modeling, analytics, and applications<\/span>\n\u00A0\u00A0\u00A0\nschema:dateModified<\/a> \"2019-10-24<\/span>\" ;\u00A0\u00A0\u00A0\nvoid:inDataset<\/a> <http:\/\/purl.oclc.org\/dataset\/WorldCat<\/a>> ;\u00A0\u00A0\u00A0\u00A0.\n\n\n<\/div>\n
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