Wang Y. Analysis of Longitudinal Data with Examples 2022 torrent

Textbook in PDF format

Development in methodology on longitudinal data is fast. Currently, there are a lack of intermediate /advanced level textbooks which introduce students and practicing statisticians to the updated methods on correlated data inference. This book will present a discussion of the modern approaches to inference, including the links between the theories of estimators and various types of efficient statistical models including likelihood-based approaches. The theory will be supported with practical examples of R-codes and R-packages applied to interesting case-studies from a number of different areas.
Introduction
Examples and Organization of The Book
Model Framework and Its Components
Parameter Estimation
Model Selection
Robust Approaches
Clustered Data Analysis
Missing Data Analysis
Random Effects and Transitional Models
Handing High Dimensional Longitudinal Data