Regression fractional hot deck imputation

被引:0
|
作者
Kim, Jae Kwang [1 ]
机构
[1] Yonsei Univ, Dept Appl Stat, Seoul 120749, South Korea
关键词
missing data; nonresponse; variance estimation;
D O I
暂无
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Imputation using a regression model is a method to preserve the correlation among variables and to provide imputed point estimators. We discuss the implementation of regression imputation using fractional imputation. By a suitable choice of fractional weights, the fractional regression imputation can take the form of hot deck fractional imputation, thus no artificial values are constructed after the imputation. A variance estimator, which extends the method of Kim and Fuller (2004), is also proposed. Results from a limited simulation study are presented.
引用
收藏
页码:423 / 434
页数:12
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