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A characterization of the Burr Type III and Type XII distributions through the method of percentiles and the Spearman correlation

机译:通过百分位数和Spearman相关性方法表征Burr III型和XII型分布

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摘要

A characterization of Burr Type III and Type XII distributions based on the method of percentiles (MOP) is introduced and contrasted with the method of (conventional) moments (MOM) in the context of estimation and fitting theoretical and empirical distributions. The methodology is based on simulating the Burr Type III and Type XII distributions with specified values of medians, inter-decile ranges, left-right tail-weight ratios, tail-weight factors, and Spearman correlations. Simulation results demonstrate that the MOP-based Burr Type III and Type XII distributions are substantially superior to their (conventional) MOM-based counterparts in terms of relative bias and relative efficiency.
机译:介绍了一种基于百分位数方法(MOP)的Burr III型和XII型分布的特征,并在估计和拟合理论和经验分布的情况下与(常规)矩(MOM)方法进行了对比。该方法基于模拟Burr III型和XII型分布,并具有指定的中值,十分位范围,左右尾重比,尾重因子和Spearman相关性的指定值。仿真结果表明,基于MOP的Burr III型和XII型分布在相对偏差和相对效率方面显着优于其(传统)基于MOM的对应物。

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