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A response probability estimation for non-ignorable non-response
被引:3
|作者:
Chung, Hee Young
[1
]
Shin, Key-Il
[1
]
机构:
[1] Hankuk Univ Foreign Studies, Dept Stat, 81 Oedae Ro, Yongin 17035, Gyeonggido, South Korea
基金:
新加坡国家研究基金会;
关键词:
response probability model;
bias estimation;
sample distribution;
population distribution;
post-stratification;
ADJUST;
D O I:
10.29220/CSAM.2022.29.2.263
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:
Use of appropriate technique for non-response occurring in sample survey improves the accuracy of the estimation. Many studies have been conducted for handling non-ignorable non-response and commonly the response probability is estimated using the propensity score method. Recently, post-stratification method to obtain the response probability proposed by Chung and Shin (2017) reduces the effect of bias and gives a good performance in terms of the MSE. In this study, we propose a new response probability estimation method by combining the propensity score adjustment method using the logistic regression model with post-stratification method used in Chung and Shin (2017). The superiority of the proposed method is confirmed through simulation.
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页码:263 / 275
页数:13
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