Muller Keith E
Department of Biostatistics CB #7400, University of North Carolina, Chapel Hill, NC 27599-7400 (
J Comput Graph Stat. 1998 Mar;7(1):131-137.
Pillai suggested two approximations for the Pillai-Bartlett trace statistic in the null case. The first one matches one moment of a β random variable, and corresponds to an random variable, and the second matches four moments in the Pearson system. Although intuitively appealing and widely used in current statistical packages, the first lacks accuracy even with moderate sample size. The second matches two moment ratios in the Pearson system and provides much greater accuracy. Two new approximations match two moments of a β random variable, and hence correspond to an random variable, yet achieve most of the accuracy of Pillai's second approximation. The second of the two new approximations provides the best combination of logical properties and numerical accuracy.
皮莱针对零假设情况下的皮莱 - 巴特利特迹统计量提出了两种近似方法。第一种方法匹配了一个β随机变量的一阶矩,对应于一个随机变量,第二种方法匹配了皮尔逊系统中的四阶矩。尽管第一种方法直观上很有吸引力且在当前统计软件包中广泛使用,但即使样本量适中,它也缺乏准确性。第二种方法匹配了皮尔逊系统中的两个矩比,提供了更高的准确性。两种新的近似方法匹配了一个β随机变量的二阶矩,因此对应于一个随机变量,同时又实现了皮莱第二种近似方法的大部分准确性。两种新近似方法中的第二种在逻辑属性和数值准确性方面提供了最佳组合。