contents part I Introduction to Longitudinal and Clustered Data 1.Longitudinal and Clustered Data 2.Longitudinal Data:Basic Concepts part II Linear Models for Longitudinal Continous Data 3.Overview of Linear Models for Longitudinal Data 4.Estimation and Statistical Inference 5.Modelling the Mean: Analyzing Response Profiles 6.Modelling the Mean: Parametric Curves 7.Modelling the Covariance 8.Linear Mixed Effects Models 9.Residual Analysis and Diagnostics part III Generalized Linear Models for Longitudinal Data 10.Review of Generalized Linear Models 11.Marginal Models: Generalized Estimating Equations 12.Generalized Linear Mixed Effects Models 13.Contrasting Marginal and Mixed Effects Models Part IV Advaced Topics for Longitudinal and Clustered Data 14.Missing Data and Dropout 15.Some Aspects of the Design of Longitudinal Studies 16.Repeated Measures and Related Designs 17 Multilevel Models |