ENGLISH

Asymptotic Analysis of Mixed Effects Models: Theory, Applications, and Open Problems

By Jiming Jiang

Book information

Publisher
Chapman and Hall/CRC;CRC Press
Year
2017
ISBN
1498700446, 978-1-4987-0044-3
Language
english
Format
PDF
Filesize
5 MB (5699808 bytes)
Series
Monographs on statistics and applied probability (Series) 155
Edition
1
Pages
272\273
Time added
2018-02-03 10:00:00
Multilevel models (Statistics);Correlation (Statis

Description

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. Content: 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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