Multiple Imputation Analysis: Basics
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- DOI 10.1201/9780429156397-3
- OpenAlex ID W3201537402
- Type Book-chapter
- Language EN
- Published 20 Sep 2021
- Pages 47–72
- Source Chapman & Hall/CRC eBooks
- Publisher Informa
- Added 27 Sep 2021
- Updated 29 Oct 2026
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Multiple Imputation Analysis: Basics
Book-chapter 2021 EN
We provide an overview of the multiple imputation analysis approach. It consists of three stages. In imputation stage, missing values are replaced by draws from their posterior predictive distributions. This process is repeated M times and results in M completed datasets. In analysis stage, each completed dataset is analyzed by standard complete-data statistical procedures, resulting in M sets of…
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3 authors| # | Author | Institutions | ORCID |
|---|---|---|---|
| 1 | Yulei He | — | |
| 2 | Guangyu Zhang | — | |
| 3 | Chiu‐Hsieh Hsu | — |
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