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检验多元正态性的两个统计量

Two Statistics for Testing for Multivariate Normality

Biometrika · 1983
被引 2
ABS 4

中文导读

研究了Malkovich和Afifi提出的多元偏度和峰度统计量的分布性质,给出了计算其近似百分位数的方法,适用于样本量大于8、维度2至4及更高维的情况,模拟显示样本量25以上近似效果良好。

Abstract

Malkovich & Afifi (1973) proposed measures of multivariate skewness and kurtosis. In the present paper, distributional properties of the two statistics are examined. A method is given for calculating approximate percentage points of their distributions for all sample sizes greater than 8, for dimensions 2, 3 and 4, and, in principle, for all higher dimensions. The percentage points are derived from appropriate transformations of the asymptotic distributions. A simulation study shows the approximations to be good for sample sizes of 25 and above.

多元统计分析正态性检验偏度与峰度渐近分布