| Description |
1 online resource (xxv, 701 pages) : illustrations |
| Series |
Wiley series in probability and statistics |
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Wiley series in probability and statistics.
|
| Contents |
Longitudinal and clustered data -- Longitudinal data: basic concepts -- overview of linear models for longitudinal data -- Estimation and statistics inference -- Modeling the mean: analyzing response profiles -- Modeling the mean: parametric curves -- Modeling the covariance -- Linear mixed effect models -- Fixed effects versus random effects models -- Residual analyses and diagnostics -- Review of generalized linear models -- Marginal models: introduction and overview -- Marginal models: generalized estimating equations (GEE) -- Generalized linear mixed effect models -- Generalized linear mixed effect models: approximate methods of estimation -- Contrasting marginal and mixed effects models -- Missing data and dropout: overview of concepts and methods -- Missing data and dropouts: multiple imputation and weighting methods -- Smoothing longitudinal data: semiparametric regression models -- Sample size and power -- Repeated measures and related designs -- Multilevel models |
| Summary |
"Since the publication of the first edition, the authors have solicited feedback from both the instructors who use the book as a text for their courses as well as the researchers who use the book as a resource for their research. Thus, the improved Second Edition of Applied Longitudinal Analysis features many additions and revisions based on the feedback of readers, making it the go-to reference for applied use in public health, epidemiology, and pharmaceutical sciences"-- Provided by publisher |
| Bibliography |
Includes bibliographical references (pages 671-693) and index |
| Notes |
Text in English |
|
Print version record |
| Subject |
Longitudinal method.
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Regression analysis.
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Multivariate analysis.
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Medical statistics.
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Biometry -- methods
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Longitudinal Studies
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Regression Analysis
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Multivariate Analysis
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MATHEMATICS -- Probability & Statistics -- General.
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MATHEMATICS -- Applied.
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Mathematics.
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Longitudinal method.
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Medical statistics.
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Multivariate analysis.
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Regression analysis.
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Medizinische Statistik
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Datenanalyse
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Längsschnittuntersuchung
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| Genre/Form |
Medical statistics.
|
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Medical statistics.
|
| Form |
Electronic book
|
| Author |
Laird, Nan M., 1943-
|
|
Ware, James H., 1941-2016
|
| ISBN |
9781118551790 |
|
1118551796 |
|
9781119513469 |
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1119513464 |
|
