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AuthorVerbeke, Geert. author
TitleLinear Mixed Models for Longitudinal Data [electronic resource] / by Geert Verbeke, Geert Molenberghs
ImprintNew York, NY : Springer New York, 2000
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Descript XXII, 568 p. online resource


Examples -- A Model for Longitudinal Data -- Exploratory Data Analysis -- Estimation of the Marginal Model -- Inference for the Marginal Model -- Inference for the Random Effects -- Fitting Linear Mixed Models with SAS -- General Guidelines for Model Building -- Exploring Serial Correlation -- Local Influence for the Linear Mixed Model -- The Heterogeneity Model -- Conditional Linear Mixed Models -- Exploring Incomplete Data -- Joint Modeling of Measurements and Missingness -- Simple Missing Data Methods -- Selection Models -- Pattern-Mixture Models -- Sensitivity Analysis for Selection Models -- Sensitivity Analysis for Pattern-Mixture Models -- How Ignorable Is Missing At Random ? -- The Expectation-Maximization Algorithm -- Design Considerations -- Case Studies

Mathematics Mathematical models Probabilities Statistics Mathematics Mathematical Modeling and Industrial Mathematics Probability Theory and Stochastic Processes Statistical Theory and Methods


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