一个基于模拟的框架,用于评估响应驱动抽样的可行性,以估计女同性恋、男同性恋和双性恋老年人群体的特征。

IF 1.3 4区 数学 Q2 STATISTICS & PROBABILITY
Annals of Applied Statistics Pub Date : 2018-12-01 Epub Date: 2018-11-13 DOI:10.1214/18-AOAS1151
Maryclare Griffin, Krista J Gile, Karen I Fredricksen-Goldsen, Mark S Handcock, Elena A Erosheva
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引用次数: 0

摘要

受访者驱动抽样(RDS)是一种利用社会关系从目标人群中进行抽样的方法。RDS对于研究难以接触的人群是非常宝贵的。然而,RDS成本高昂,而且可能不可行。当RDS点估计量具有较小的有效样本量(较大的设计效应)时,或者当RDS区间估计量相对于先前研究中获得的估计量具有较大的置信区间或较差的覆盖率时,RDS是不可行的。因此,研究人员需要工具来提前评估对特定人群感兴趣的某些特征的估计是否可行。在本文中,我们开发了一个基于模拟的框架,用于使用聚合的、以自我为中心的数据的方便样本形式的导频数据和目标人群中亚群体大小的估计,以评估RDS是否适用于估计目标人群的特征。在这样做的过程中,我们假设对自我的了解比试点数据中的变化更多,在实践中,聚合的、以自我为中心的数据往往就是这样。我们建立在现有方法的基础上,根据聚集的、以自我为中心的样本数据和目标人群中亚群体规模的估计来估计社交网络的结构。我们应用这一框架来评估在老年女同性恋、男同性恋和双性恋成年人这三个空间上不同的目标人群中估计男性比例、双性恋比例、抑郁比例和感染HIV/AIDS比例的可行性,使用来自关爱和老龄化与骄傲研究和盖洛普每日跟踪调查的试点数据。我们得出的结论是,使用300名受试者的RDS样本来估计男性比例是不可行的,但估计所有三个目标人群中双性恋、抑郁和感染HIV/AIDS的比例是可行的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

A SIMULATION-BASED FRAMEWORK FOR ASSESSING THE FEASIBILITY OF RESPONDENT-DRIVEN SAMPLING FOR ESTIMATING CHARACTERISTICS IN POPULATIONS OF LESBIAN, GAY AND BISEXUAL OLDER ADULTS.

A SIMULATION-BASED FRAMEWORK FOR ASSESSING THE FEASIBILITY OF RESPONDENT-DRIVEN SAMPLING FOR ESTIMATING CHARACTERISTICS IN POPULATIONS OF LESBIAN, GAY AND BISEXUAL OLDER ADULTS.

A SIMULATION-BASED FRAMEWORK FOR ASSESSING THE FEASIBILITY OF RESPONDENT-DRIVEN SAMPLING FOR ESTIMATING CHARACTERISTICS IN POPULATIONS OF LESBIAN, GAY AND BISEXUAL OLDER ADULTS.

A SIMULATION-BASED FRAMEWORK FOR ASSESSING THE FEASIBILITY OF RESPONDENT-DRIVEN SAMPLING FOR ESTIMATING CHARACTERISTICS IN POPULATIONS OF LESBIAN, GAY AND BISEXUAL OLDER ADULTS.

Respondent-driven sampling (RDS) is a method for sampling from a target population by leveraging social connections. RDS is invaluable to the study of hard-to-reach populations. However, RDS is costly and can be infeasible. RDS is infeasible when RDS point estimators have small effective sample sizes (large design effects) or when RDS interval estimators have large confidence intervals relative to estimates obtained in previous studies or poor coverage. As a result, researchers need tools to assess whether or not estimation of certain characteristics of interest for specific populations is feasible in advance. In this paper, we develop a simulation-based framework for using pilot data-in the form of a convenience sample of aggregated, egocentric data and estimates of subpopulation sizes within the target population-to assess whether or not RDS is feasible for estimating characteristics of a target population. in doing so, we assume that more is known about egos than alters in the pilot data, which is often the case with aggregated, egocentric data in practice. We build on existing methods for estimating the structure of social networks from aggregated, egocentric sample data and estimates of subpopulation sizes within the target population. We apply this framework to assess the feasibility of estimating the proportion male, proportion bisexual, proportion depressed and proportion infected with HIV/AIDS within three spatially distinct target populations of older lesbian, gay and bisexual adults using pilot data from the caring and Aging with Pride Study and the Gallup Daily Tracking Survey. We conclude that using an RDS sample of 300 subjects is infeasible for estimating the proportion male, but feasible for estimating the proportion bisexual, proportion depressed and proportion infected with HIV/AIDS in all three target populations.

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来源期刊
Annals of Applied Statistics
Annals of Applied Statistics 社会科学-统计学与概率论
CiteScore
3.10
自引率
5.60%
发文量
131
审稿时长
6-12 weeks
期刊介绍: Statistical research spans an enormous range from direct subject-matter collaborations to pure mathematical theory. The Annals of Applied Statistics, the newest journal from the IMS, is aimed at papers in the applied half of this range. Published quarterly in both print and electronic form, our goal is to provide a timely and unified forum for all areas of applied statistics.
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