Random effect and latent variable model selection / David B. Dunson

Auteur secondaire : Dunson, David Brian (1972-) - Editeur scientifiqueType de document: Livre numériqueCollection: Lecture notes in statistics ; 192Langue: anglaisÉditeur: New York : Springer, 2008 ISBN: 9780387767215 Note: Contents: Ciprian M. Crainiceanu, Likelihood ratio testing for zero variance components in linear mixed models (3–17); Daowen Zhang and Xihong Lin, Variance component testing in generalized linear mixed models for longitudinal/clustered data and other related topics (19–36); Satkartar K. Kinney and David B. Dunson, Bayesian model uncertainty in mixed effects models (37–62); Bo Cai and David B. Dunson, Bayesian variable selection in generalized linear mixed models (63–91); Peter M. Bentler and Jiajuan Liang, A unified approach to two-level structural equation models and linear mixed effects models (95–119); Sik-Yum Lee and Xin-Yuan Song, Bayesian model comparison of structural equation models (121–150); Joyee Ghosh and David B. Dunson, Bayesian model selection in factor analytic models (151–163). Sujets MSC: 62F03 Statistics -- Parametric inference -- Hypothesis testing
62F07 Statistics -- Parametric inference -- Ranking and selection
62F15 Statistics -- Parametric inference -- Bayesian inference
62J05 Statistics -- Linear inference, regression -- Linear regression
62J12 Statistics -- Linear inference, regression -- Generalized linear models
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Contents: Ciprian M. Crainiceanu, Likelihood ratio testing for zero variance components in linear mixed models (3–17); Daowen Zhang and Xihong Lin, Variance component testing in generalized linear mixed models for longitudinal/clustered data and other related topics (19–36); Satkartar K. Kinney and David B. Dunson, Bayesian model uncertainty in mixed effects models (37–62); Bo Cai and David B. Dunson, Bayesian variable selection in generalized linear mixed models (63–91); Peter M. Bentler and Jiajuan Liang, A unified approach to two-level structural equation models and linear mixed effects models (95–119); Sik-Yum Lee and Xin-Yuan Song, Bayesian model comparison of structural equation models (121–150); Joyee Ghosh and David B. Dunson, Bayesian model selection in factor analytic models (151–163).

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