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Titlebook: Linear and Generalized Linear Mixed Models and Their Applications; Jiming Jiang Book 20071st edition Springer-Verlag New York 2007 Regress

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书目名称Linear and Generalized Linear Mixed Models and Their Applications
编辑Jiming Jiang
视频video
概述Concentrates on two major classes of mixed effects models, linear mixed models and generalized linear mixed models.Offers an up-to-date account of theory and methods in the analysis of these models as
丛书名称Springer Series in Statistics
图书封面Titlebook: Linear and Generalized Linear Mixed Models and Their Applications;  Jiming Jiang Book 20071st edition Springer-Verlag New York 2007 Regress
描述Over the past decade there has been an explosion of developments in mixed e?ects models and their applications. This book concentrates on two major classes of mixed e?ects models, linear mixed models and generalized linear mixed models, with the intention of o?ering an up-to-date account of theory and methods in the analysis of these models as well as their applications in various ?elds. The ?rst two chapters are devoted to linear mixed models. We classify l- ear mixed models as Gaussian (linear) mixed models and non-Gaussian linear mixed models. There have been extensive studies in estimation in Gaussian mixed models as well as tests and con?dence intervals. On the other hand, the literature on non-Gaussian linear mixed models is much less extensive, partially because of the di?culties in inference about these models. However, non-Gaussian linear mixed models are important because, in practice, one is never certain that normality holds. This book o?ers a systematic approach to inference about non-Gaussian linear mixed models. In particular, it has included recently developed methods, such as partially observed information, iterative weighted least squares, and jackknife in the con
出版日期Book 20071st edition
关键词Regression analysis; data analysis; generalized linear mixed models; linear mixed models; linear optimiz
版次1
doihttps://doi.org/10.1007/978-0-387-47946-0
isbn_ebook978-0-387-47946-0Series ISSN 0172-7397 Series E-ISSN 2197-568X
issn_series 0172-7397
copyrightSpringer-Verlag New York 2007
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发表于 2025-3-21 20:57:13 | 显示全部楼层
0172-7397 unt of theory and methods in the analysis of these models asOver the past decade there has been an explosion of developments in mixed e?ects models and their applications. This book concentrates on two major classes of mixed e?ects models, linear mixed models and generalized linear mixed models, wit
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Linear Mixed Models: Part II,incide with the exact .-tests. Section 2.1.2 considers tests in non-Gaussian linear mixed models. In such cases, exact/optimal tests typically do not exist. Therefore, statistical tests are usually developed based on asymptotic theory.
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Linear Mixed Models: Part I, among the observations from the same individual, especially if the times at which the observations are collected are relatively close. In animal breeding, lactation yields of dairy cows associated with the same sire may be correlated. In educational research, test scores of the same student may be related.
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Linear and Generalized Linear Mixed Models and Their Applications978-0-387-47946-0Series ISSN 0172-7397 Series E-ISSN 2197-568X
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https://doi.org/10.1007/978-0-387-47946-0Regression analysis; data analysis; generalized linear mixed models; linear mixed models; linear optimiz
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