Applied Linear Regression for Longitudinal Data
Author | : Frans E.S. Tan |
Publisher | : CRC Press |
Total Pages | : 249 |
Release | : 2022-12-09 |
ISBN-10 | : 9781000798227 |
ISBN-13 | : 1000798224 |
Rating | : 4/5 (224 Downloads) |
Download or read book Applied Linear Regression for Longitudinal Data written by Frans E.S. Tan and published by CRC Press. This book was released on 2022-12-09 with total page 249 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.