New Randomised Response Models for Two Sensitive Characteristics: Theory and Application

IF 1.7 3区 数学 Q1 STATISTICS & PROBABILITY
Daryan Naatjes, Stephen A. Sedory, Sarjinder Singh
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引用次数: 0

Abstract

Summary In this paper, we introduce two new randomised response models for estimating the prevalence of two sensitive characteristics and their overlap in a population by making use of a single deck of cards. The proposed models ensure the privacy of the respondents and also reduce the burden on the respondents as they require the random selection of only one card from a deck of cards each of which contains a pair of questions that are to be answered in order. The variance expressions of the proposed estimators are derived and matched to their Cramer–Rao lower bounds of variances. A simulation study has been carried out to compare the proposed models to each other for least protection. Lastly, a real survey application, related to the acceptability of the vaccines produced by Pfizer and Moderna is included. We had findings in Summer 2021 similar to those of the Harvard Study done in December 2021, which was based on a half‐million data values, that shows the cost effectiveness of the survey design.
两个敏感特性的新随机响应模型:理论与应用
在本文中,我们引入了两个新的随机响应模型,用于估计两种敏感特征的流行程度及其重叠在一个群体中使用一副牌。所提出的模型确保了受访者的隐私,也减轻了受访者的负担,因为它们只需要从一副纸牌中随机选择一张纸牌,每张纸牌都包含一对要按顺序回答的问题。推导了所提估计量的方差表达式,并将其与方差的Cramer-Rao下界匹配。通过仿真研究,对所提出的模型进行了最小保护的比较。最后,一个真实的调查应用,涉及辉瑞和Moderna生产的疫苗的可接受性包括在内。我们在2021年夏季的研究结果与哈佛大学在2021年12月完成的研究结果相似,该研究基于50万个数据值,显示了调查设计的成本效益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
International Statistical Review
International Statistical Review 数学-统计学与概率论
CiteScore
4.30
自引率
5.00%
发文量
52
审稿时长
>12 weeks
期刊介绍: International Statistical Review is the flagship journal of the International Statistical Institute (ISI) and of its family of Associations. It publishes papers of broad and general interest in statistics and probability. The term Review is to be interpreted broadly. The types of papers that are suitable for publication include (but are not limited to) the following: reviews/surveys of significant developments in theory, methodology, statistical computing and graphics, statistical education, and application areas; tutorials on important topics; expository papers on emerging areas of research or application; papers describing new developments and/or challenges in relevant areas; papers addressing foundational issues; papers on the history of statistics and probability; white papers on topics of importance to the profession or society; and historical assessment of seminal papers in the field and their impact.
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