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A review of quadrat-based sampling of rare, geographically clustered populations

机译:回顾基于抽样的稀有地理聚类种群

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Some common sampling designs are reviewed from the perspective of their appropriateness for accurately estimating the total abundance of a rare population. In addition, a small simulation study was performed in which the designs for three populations with varying numbers of rare elements were studied. The simulation study provided information on the efficiency of the designs and the shapes of the sampling distributions of the estimators. The best design was stratified random sampling in which strata were constructed so that quadrats with rare elements were confined to a single small stratum and that stratum was disproportionately oversampled. The estimator for this design had the smallest variance and a sampling distribution most similar to a normal distribution. Systematic sampling is a good second choice if an auxiliary variable on which to stratify is not available. The estimator had reasonably small variance, which was further reduced if adaptive cluster sampling was added. The disadvantagesare that an estimate of the variance is not available if only a single systematic sample is taken and the sampling distribution of the estimator is discontinuous and definitely not shaped liked a bell curve.
机译:从适当性的角度审查了一些常见的采样设计,以准确估计稀有种群的总丰度。此外,进行了一次小型模拟研究,研究了具有不同数量稀有元素的三个种群的设计。仿真研究提供了有关设计效率和估计器采样分布形状的信息。最好的设计是分层随机抽样,在这种抽样中构造分层,以便将具有稀有元素的四边形限制在单个小分层中,并且分层不成比例地过采样。该设计的估计量具有最小的方差,并且采样分布与正态分布最相似。如果没有要分层的辅助变量,则系统抽样是不错的第二选择。估计量的方差较小,如果添加自适应聚类抽样,则方差会进一步减小。缺点是,如果仅获取单个系统样本,并且估计器的采样分布是不连续的,并且绝对不会像钟形曲线那样成形,则无法获得方差的估计。

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