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SAS for Mixed Models by Walter W. Stroup, George A. Milliken, Elizabeth A. Claassen, Russell D. Wolfinger

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Chapter 13: Generalized Linear Mixed Models for Multilevel and Repeated Measures Experiments

13.1 Introduction. 457

13.2 Two Examples Illustrating Generalized Linear Mixed Models with Complex Data. 457

13.2.1 Split-Plot Experiment with Count Data. 457

13.2.2 Repeated Measures with Binomial Data. 458

13.3 Example 1: Split-Plot Experiment with Count Data. 458

13.3.1 Overview of Modeling Considerations for Count Data. 459

13.3.2 Estimation Method Considerations for Complex Count Data. 459

13.3.3 Poisson GLMMs for Split Plot with Count Data. 460

13.3.4 Negative Binomial GLMM for Split Plot with Count Data. 464

13.3.5 Quasi-Marginal Model for Split Plot with Count Data. 466

13.3.6 What to Do If “Estimated G-matrix is Non-Singular”. 469

13.4 Example ...

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