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首页> 外文期刊>South African statistical journal >A NEW DEFINITION OF FORM-INVARIANCE MATRIX VARIATE DISTRIBUTIONS
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A NEW DEFINITION OF FORM-INVARIANCE MATRIX VARIATE DISTRIBUTIONS

机译:形式不变矩阵变量分布的新定义

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摘要

Form-invariance is the most practical and desired property of weighted distributions. Weighted distributions commonly arise as univariate probability models in many fields of applications, for example, survival data analysis in medical science. However, the explicit global definition of "form-invariance" seems to be absent (to our knowledge) in spite of the fact that there is a growing use of such distributions during the last three decades. Therefore, in this note an effort is made to provide a new definition of form-invariance with reference to the matrix variate distributions. Obviously this definition and related implications are applicable to the multivariate and univariate distributions (as it should be), even though not necessarily to all families of probability distributions that exist, but definitely to those that are commonly used in practice. To demonstrate the validity of the last statement certain results, based on our new definition of form-invariance, are proved as the characterizations of the class of matrix elliptical distributions. Also considered in this note are certain extensions of our results, as may seem appropriate within the scope of the theory of matrix variate distributions. The concept of form-invariance is extended to marginal and conditional structures, as well as to the sum of independent matrix variates from elliptical distributions.
机译:形式不变性是加权分布的最实用和最理想的属性。加权分布通常在许多应用领域中以单变量概率模型出现,例如医学中的生存数据分析。然而,尽管在过去的三十年中越来越多地使用这样的分布,但据我们所知,似乎仍然没有“形式不变性”的明确的全局定义。因此,在本说明中,我们尝试根据矩阵变量分布提供形式不变性的新定义。显然,此定义和相关含义适用于多变量和单变量分布(应该如此),尽管不一定适用于所有存在的概率分布族,但肯定适用于实践中常用的那些。为了证明最后一条语句的有效性,在我们对形式不变性的新定义的基础上,某些结果被证明是矩阵椭圆分布类别的特征。在此注释中还考虑了我们的结果的某些扩展,在矩阵变量分布理论的范围内似乎是适当的。形式不变性的概念扩展到边缘和条件结构,以及椭圆分布的独立矩阵变量之和。

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