| Description |
1 online resource (xx, 419 pages) : illustrations |
| Series |
Monographs on statistics and applied probability ; 113 |
|
Monographs on statistics and applied probability (Series) ; 113.
|
| Contents |
Mixed effects models Missing data, measurement errors, and outliers -- Mixed effects models with missing data -- Mixed effects models with measurement errors -- Mixed effects models with censoring -- Survival mixed effects (frailty) models -- Joint modeling longitudinal and survival data -- Robust mixed effects models -- Generalized estimating equations (GEEs) -- Bayesian mixed effects models |
| Summary |
"The book introduces linear mixed effects (LME) models, generalized linear mixed models (GLMMs), nonlinear mixed effects (NLME) models, and semiparametric and nonparametric mixed effects models. It also includes general approaches for the analysis of complex data with missing values, measurement errors, censoring, and outliers. The subsequent self-contained chapters delve more deeply into missing data problems, covariate measurement errors, and censored responses in mixed effects models. Focusing on incomplete data, the book also covers survival and frailty models, joint models of survival and longitudinal data, robust methods for mixed effects models, marginal generalized estimating equation (GEE) models for longitudinal or clustered data, and Bayesian methods for mixed effects models."--Jacket |
| Bibliography |
Includes bibliographical references (pages 393-413) and index |
| Notes |
Print version record |
| In |
EBL |
| Subject |
Multilevel models (Statistics)
|
|
Mathematical statistics -- Longitudinal studies
|
|
Longitudinal method.
|
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Mathematical models.
|
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Multilevel Analysis
|
|
Longitudinal Studies
|
|
Models, Theoretical
|
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mathematical models.
|
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MATHEMATICS -- Probability & Statistics -- General.
|
|
Mathematical models
|
|
Longitudinal method
|
|
Mathematical statistics
|
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Multilevel models (Statistics)
|
| Genre/Form |
Electronic books
|
|
Longitudinal studies
|
| Form |
Electronic book
|
| ISBN |
9781420074086 |
|
1420074083 |
|
1282902342 |
|
9781282902343 |
|
