Multiple Imputation of Missing Data in Practice : Basic Theory and Analysis Strategies

Statistical background -- Multiple imputation analysis : basics -- Multiple imputation for univariate missing data : parametric methods -- Multiple imputation for univariate missing data : robust methods -- Multiple imputation for multivariate missing data : the joint modeling approach -- Multiple imputation for multivariate missing data : the fully conditional specification approach -- Multiple imputation in survival data analysis -- Multiple imputation for longitudinal data -- Multiple imputation analysis for complex survey data -- Multiple imputation for data subject to measurement error -- Multiple imputation diagnostics -- Multiple imputation analysis for nonignorable missing data -- Some advanced topics.

• | Author: Yulei He, Guangyu Zhang, Chiu-Hsieh Hsu
• | Publisher: CRC Press
• | Publication Date: May 27, 2024
• | Number of Pages: NA pages
• | Language: English
• | Binding: Paperback
• | ISBN-10: 1032136898
• | ISBN-13: 9781032136899