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Asymptotic Analysis of Mixed Effects Models : Theory, Applications, and Open Problems (Hardcover)
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Mixed effects models, including linear mixed models, generalized linear mixed models, nonlinear mixed effects models, and non-parametric mixed effects models, are complex models by nature; yet, these models are extensively used in practice. This monograph provides a comprehensive overview of asymptotic analysis of mixed effects models. The book has a good balance of theory and applications, with real data examples provided to motivate the theoretical development. It provides a summary of research in this field with pointers to future research directions.