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An algorithm with applications in ranked-set sampling

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ABSTRACT A mixture of order statistics is a random variable whose distribution is a finite mixture of the distributions for order statistics. Such mixtures show up in the literature on… Click to show full abstract

ABSTRACT A mixture of order statistics is a random variable whose distribution is a finite mixture of the distributions for order statistics. Such mixtures show up in the literature on ranked-set sampling and related sampling schemes as models for imperfect rankings. In this paper, we derive an algorithm for computing the probability that independent mixtures of order statistics come in a particular order. The algorithm is far faster than previous proposals from the literature. As an application, we show that the algorithm can be used to create Kolmogorov–Smirnov-type confidence bands that adjust for the presence of imperfect rankings.

Keywords: algorithm applications; algorithm; order statistics; set sampling; ranked set

Journal Title: Journal of Statistical Computation and Simulation
Year Published: 2018

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