Multiple imputation of missing data in practice : basic theory and analysis strategies /

Bibliographic Details
Main Authors: He, Yulei (Author), Zhang, Guangyu (Statistician) (Author), Hsu, Chiu-Hsieh (Author)
Corporate Author: EBSCOhost
Format: eBook
Language:English
Published: Boca Raton, FL : A Chapman & Hall Book, CRC Press, 2022.
Subjects:
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • 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.