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Linear Mixed Models for Longitudinal Data

Book Linear Mixed Models for Longitudinal Data Geert Verbeke
Libristo code: 04226716
Publishers Springer-Verlag New York Inc., April 2009
This book provides a comprehensive treatment of linear mixed models for continuous longitudinal data... Full description
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This book provides a comprehensive treatment of linear mixed models for continuous longitudinal data. Next to model formulation, this edition puts major emphasis on exploratory data analysis for all aspects of the model, such as the marginal model, subject-specific profiles, and residual covariance structure. Further, model diagnostics and missing data receive extensive treatment. Sensitivity analysis for incomplete data is given a prominent place. Several variations to the conventional linear mixed model are discussed (a heterogeity model, conditional linear mixed models). This book will be of interest to applied statisticians and biomedical researchers in industry, public health organizations, contract research organizations, and academia. The book is explanatory rather than mathematically rigorous. Most analyses were done with the MIXED procedure of the SAS software package, and many of its features are clearly elucidated. However, some other commercially available packages are discussed as well. Great care has been taken in presenting the data analyses in a software-independent fashion.

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About the book

Full name Linear Mixed Models for Longitudinal Data
Author Geert Verbeke
Language English
Binding Book - Paperback
Date of issue 2009
Number of pages 570
EAN 9781441902993
ISBN 1441902996
Libristo code 04226716
Weight 872
Dimensions 155 x 234 x 33
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