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Two-step centre sampling for estimating the size, total and mean of elusive population

机译:两步中心抽样以估计难以捉摸的总体的规模,总和

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摘要

The estimation of the size of an elusive population is a frequently addressed problem in many fields of applications. The paper proposes a two step sampling strategy for the estimation of the population size, under the assumption that each unit of the population is present at least in one centre of aggregation. In the first step a sample of centres is selected and in the second step, from the selected centres, a sample of ultimate units is observed. The design extends the traditional network sampling introducing an additional step of selection. The properties of the Horvitz-Thompson type estimator are evaluated in a design-based approach: the estimator is admissible and consistent; the design is measurable. The approach is also used to estimate other descriptive parameters (the total and the mean of a study variable) for the same population. The expressions of the variance of all the proposed estimators and of their unbiased sample estimators are also proposed. The strategy is applied to a simulated population.
机译:在许多应用领域中,难以捉摸的人口规模的估计是一个经常解决的问题。本文假定人口的每个单位至少存在于一个聚集中心,提出了两步抽样策略来估计人口规模。第一步,选择中心样本,第二步,从选定的中心观察最终单位样本。该设计扩展了传统的网络采样,引入了额外的选择步骤。 Horvitz-Thompson类型估计器的属性是以基于设计的方法进行评估的:该估计器是可接受的且一致的;设计是可衡量的。该方法还用于估计相同人群的其他描述性参数(研究变量的总和)。还提出了所有拟议估计量及其无偏样本估计量方差的表达式。该策略适用于模拟人口。

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