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商品詳細
Linear Mixed Models for Longitudinal Data. 1st ed. 2000. 2nd printing 2009.
・ISBN 978-1-4419-0299-3 paper EUR 139.99
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| 著者・編者 | Verbeke, Geert / Molenberghs, Geert, |
|---|---|
| シリーズ | Springer Series in Statistics |
| 出版社 | (Springer-Verlag New York Inc., US) |
| 出版年月 | 2009 |
| ページ数 | 570 pp. |
| 言語 | ENG |
| ニュース番号 | ＜M25-21433＞ |
解説
This paperback edition is a reprint of the 2000 edition.
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.