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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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