This paper examines the distribution of order statistics from simple-random-sampling without replacement (SRSWOR) from a finite population composed of values 1,...,N. This distribution is a shifted version of the beta-binomial distribution, parameterised in a particular way. We derive the distribution and show how it relates to the distribution of order statistics under IID sampling from a uniform distribution over the unit interval. We examine properties of the distribution, including moments and asymptotic results. We also generalise the distribution to allow for sampling from an arbitrary finite population which can include repeated values. Finally, we examine the properties of the order statistics for inference about an unknown population size (called the German tank problem) and we derive relevant estimation results based on observation of an arbitrary set of order statistics.
翻译:本文审查了从简单随机抽样而不替换(SRSWOR)中从由值1、.n组成的有限人口组成的定点人口中分配顺序统计的分布情况。 这种分布是按特定方式参数参数化的乙型-二胞胎分布的变换版。 我们从单位间隔的统一分布中获取分布并展示该分布与IID抽样下秩序统计的分布情况的关系。 我们检查分布的特性,包括时段和无症状结果。 我们还对分布进行概括,以便从任意定点人口中进行抽样,其中可能包括重复值。 最后,我们检查该定点统计的特性,以推断未知人口规模(即德国坦克问题),我们根据对任意定点统计的观察得出相关的估计结果。