Asymptotic analysis of mixed effects models : theory, applications, and open problems
著者
書誌事項
Asymptotic analysis of mixed effects models : theory, applications, and open problems
(Monographs on statistics and applied probability, 155)
CRC Press, c2017
- : hardback
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注記
"A Chapman & Hall book"
Includes bibliographical references (p. 233-247) and index
内容説明・目次
内容説明
Large sample techniques are fundamental to all fields of statistics. Mixed effects models, including linear mixed models, generalized linear mixed models, non-linear mixed effects models, and non-parametric mixed effects models are complex models, yet, these models are extensively used in practice. This monograph provides a comprehensive account of asymptotic analysis of mixed effects models.
The monograph is suitable for researchers and graduate students who wish to learn about asymptotic tools and research problems in mixed effects models. It may also be used as a reference book for a graduate-level course on mixed effects models, or asymptotic analysis.
目次
Introduction
Asymptotic Analysis of Linear Mixed Models
Asymptotic Analysis of Generalized Linear Mixed Models
Small Area Estimation
Asymptotic Analysis in OtherMixed Effects Models
Bibliography
Index
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