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A new multiple imputation method for bounded missing values
- Authors
- Kwon, Tae Yeon; Park, Yousung
- Issue Date
- Dec-2015
- Publisher
- ELSEVIER SCIENCE BV
- Keywords
- Multiple imputation; Boundary condition; Hot-deck; Proportioned residuals; Boundary information matching
- Citation
- STATISTICS & PROBABILITY LETTERS, v.107, pp.204 - 209
- Indexed
- SCIE
SCOPUS
- Journal Title
- STATISTICS & PROBABILITY LETTERS
- Volume
- 107
- Start Page
- 204
- End Page
- 209
- ISSN
- 0167-7152
- Abstract
- A proportioned residual draw method is introduced to impute bounded missing values. It is shown that this new regression-based imputation method is least biased and robust for heavy-tailed and skewed error distributions, regardless of number of boundaries and missing mechanisms. (C) 2015 Elsevier B.V. All rights reserved.
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