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Więcej informacji o Mixed-Effects Models in S and S-PLUS

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Opis

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 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. This balanced mix of real data examples, modeling software, and theory makes the book a useful reference for practitioners who use, or intend to use, mixed-effects models in their data analyses. It can also be used as a text for a one-semester graduate-level applied course. This book provides 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. Over 170 figures are included in the book. to follow

Szczegóły książki

Kategoria Książki po angielsku Computing & information technology Business applications Mathematical & statistical software

• Pełny tytuł: Mixed-Effects Models in S and S-PLUS
• Autor: J. C. Pinheiro, D. M. Bates
• Język: Angielski
• Oprawa: Twarda
• Liczba stron: 528
• EAN: 9780387989570
• ISBN: 0387989579
• ID: 09321007
• Wydawca: Springer-Verlag New York Inc.
• Waga: 920 g
• Wymiary: 235 × 155 × 31 mm
• Data wydania: 23. December 2000

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