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Applied Linear Regression for Longitudinal Data: With an Emphasis on Missing Observations Frans E.S. Tan 9780367634315

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Description

This book introduces best practices in longitudinal data analysis at intermediate level, with a minimum number of formulas without sacrificing depths. It meets the need to understand statistical concepts of longitudinal data analysis by visualizing important techniques instead of using abstract mathematical formulas. Different solutions such as multiple imputation are explained conceptually and consequences of missing observations are clarified using visualization techniques. Key features include the following:

  • Provides datasets and examples online
  • Gives state-of-the-art methods of dealing with missing observations in a non-technical way with a special focus on sensitivity analysis
  • Conceptualises the analysis of comparative (experimental and observational) studies

It is the ideal companion for researchers and students in epidemiological, health, and social and behavioral sciences working with longitudinal studies without a mathematical background.



About the Author

Frans E.S. Tan is an associate professor (retired) of methodology and statistics at Maastricht University, The Netherlands.

Shahab Jolani is an assistant professor of methodology and statistics at Maastricht University, The Netherlands.



Reviews

"Overall, the book is well written. It is clear and allows the reader understanding the main concepts behind models for longitudinal data analysis, with few effort from a technical viewpoint. The examples used to illustrate the methods covered in the textbook are numerous and also rather easy to follow. This helps the reader learn how to proceed with a full longitudinal data analysis."

Maria Francesca Marino, University of Florence, Italy, The American Statistician, February 2024.





Book Information
ISBN 9780367634315
Author Frans E.S. Tan
Format Hardback
Page Count 226
Imprint Chapman & Hall/CRC
Publisher Taylor & Francis Ltd
Weight(grams) 620g

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