Mixed-Effects Models in S and S-Plus |
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| Author:
| Pinheiro, José C.
Bates, Douglas M. |
| Series title: | Statistics and Computing Ser. |
| ISBN: | 978-0-387-98957-0 |
| Publication Date: | May 2000 |
| Publisher: | Springer New York
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| Imprint: | Springer |
| Book Format: | Hardback |
| List Price: | USD $249.99 |
Book Description:
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An overview of the theory and application of linear and nonlinear mixed-effects models in the analysis of grouped data, such as longitudinal data, repeated measures, and multilevel data. The authors present a unified model-building strategy for both models and apply this to the analysis of over 20 real datasets from a wide variety of areas, including pharmacokinetics, agriculture, and manufacturing. Much emphasis is placed on the use of graphical displays at the various phases of the...
More DescriptionAn overview of the theory and application of linear and nonlinear mixed-effects models in the analysis of grouped data, such as longitudinal data, repeated measures, and multilevel data. The authors present a unified model-building strategy for both models and apply this to the analysis of over 20 real datasets from a wide variety of areas, including pharmacokinetics, agriculture, and manufacturing. Much emphasis is placed on the use of graphical displays at the various phases of the model-building process, starting with exploratory plots of the data and concluding with diagnostic plots to assess the adequacy of a fitted model. The NLME library for analyzing mixed-effects models in S and S-PLUS, developed by the authors, provides the underlying software for implementing the methods presented.