Mixed-Effects Models in s and S-Plus - Rilegato

Pinheiro, Jose C.; Bates, Douglas M.

Rilegato

ISBN 10: 0387989579 ISBN 13: 9780387989570

Casa editrice: Springer Nature, 2002

Riassunto

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.

Su questo libro

Contenuti:

Linear Mixed-Effects * Theory and Computational Methods for LME Models * Structure of Grouped Data * Fitting LME Models * Extending the Basic LME Model * Nonlinear Mixed-Effects * Theory and Computational Methods for NLME Models * Fitting NLME Models

Product Description:

Book by Jose C Pinheiro Douglas M Bates

Su questa edizione

• Editore: Springer Nature
• Data di pubblicazione: 2002
• ISBN 10: 0387989579
• ISBN 13: 9780387989570
• Rilegatura: Copertina rigida
• Numero edizione: 1
• Numero di pagine: 528