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An Improved Two-stage Randomized Response Model for Estimating the Proportion of Sensitive Attribute
Sociological Methods & Research ( IF 6.5 ) Pub Date : 2021-05-05 , DOI: 10.1177/00491241211009950
Ghulam Narjis 1 , Javid Shabbir 1
Affiliation  

The randomized response technique (RRT) is an effective method designed to obtain the stigmatized information from respondents while assuring the privacy. In this study, we propose a new two-stage RRT model to estimate the prevalence of sensitive attribute (π). A simulation study shows that the empirical mean and variance of proposed estimator are close to corresponding theoretical values. The utility of proposed two-stage RRT model under stratification is also explored. An efficiency comparison between proposed two-stage RRT model and some existing RRT models is carried out numerically under simple and stratified random sampling.



中文翻译:

一种改进的两阶段随机响应模型,用于估计敏感属性的比例

随机响应技术(RRT)是一种有效的方法,旨在确保被调查者在获得隐私的同时获得被污名化的信息。在这项研究中,我们提出了一个新的两阶段RRT模型来估算敏感属性的普遍程度(π)。仿真研究表明,该估计量的经验均值和方差接近于相应的理论值。还探讨了所提出的两阶段RRT模型在分层情况下的效用。在简单且分层的随机抽样下,对所提出的两阶段RRT模型与某些现有RRT模型之间的效率进行了数值比较。

更新日期:2021-05-05
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