A new multiple imputation method for bounded missing values

作者：Kwon Tae Yeon; Park Yousung^*

来源：Statistics & Probability Letters, 2015, 107: 204-209.

DOI：10.1016/j.spl.2015.08.028

• Multiple imputation
• Boundary condition
• Hot-deck
• Proportioned residuals
• Boundary information matching

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.

• 出版日期2015-12