Multivariate ratio exponential estimators of the population mean under stratified double sampling

IF 1.4 3区 社会学 Q3 DEMOGRAPHY Mathematical Population Studies Pub Date : 2022-05-06 DOI:10.1080/08898480.2022.2055870
Siraj Muneer, A. Khalil, J. Shabbir
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Abstract

ABSTRACT To estimate the population mean when sampling a heterogeneous population and in the absence of a priori information on auxiliary variables, exponential-ratio multivariate estimators are associated under double stratified sampling with two auxiliary variables. Their biases and mean square errors are expressed and simulated. These mean square errors are smaller (the efficiencies are higher) than those of the sample mean estimator and those of other ratio estimators when the correlation between the study and the auxiliary variables exceeds 0.1 in absolute value. In particular, the proposed estimators are more efficient for low correlations between the study and the auxiliary variables. The gain in efficiency reaches a factor of 230.4% on an empirical dataset where the study variable is weakly correlated with each of the two auxiliary variables, and 182.1% on another empirical dataset where it is strongly correlated.
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分层双抽样下总体均值的多变量比率指数估计
摘要为了估计在没有辅助变量先验信息的情况下对异质总体进行抽样时的总体均值,在具有两个辅助变量的双层抽样下,将指数比多变量估计量相关联。表达并模拟了它们的偏差和均方误差。当研究和辅助变量之间的相关性绝对值超过0.1时,这些均方误差比样本均值估计器和其他比率估计器的均方误差更小(效率更高)。特别是,对于研究和辅助变量之间的低相关性,所提出的估计量更有效。在研究变量与两个辅助变量中的每一个都弱相关的经验数据集上,效率的提高达到了230.4%,在另一个强相关的实验数据集上达到了182.1%。
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来源期刊
Mathematical Population Studies
Mathematical Population Studies 数学-数学跨学科应用
CiteScore
3.20
自引率
11.10%
发文量
7
审稿时长
>12 weeks
期刊介绍: Mathematical Population Studies publishes carefully selected research papers in the mathematical and statistical study of populations. The journal is strongly interdisciplinary and invites contributions by mathematicians, demographers, (bio)statisticians, sociologists, economists, biologists, epidemiologists, actuaries, geographers, and others who are interested in the mathematical formulation of population-related questions. The scope covers both theoretical and empirical work. Manuscripts should be sent to Manuscript central for review. The editor-in-chief has final say on the suitability for publication.
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