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Mixed-Effects Models in S and S-PLUS

Product Image: Mixed-Effects Models in S and S-PLUS

Mixed-Effects Models in S and S-PLUS

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Description
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.
Product details
Binding:
Paperback
Edition:
1
Number of Pages:
530
Release Date:
2009-04-15
Publication Date:
2009-04-17
Publisher:
Springer US
Languages:
Original: English
ISBN10:
1441903178
ISBN13:
9781441903174
Weight:
1680 g
Height:
155 cm
Width:
235 cm

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