基于对数累积量的斜分布聚集干扰的Edgeworth展开

Giancarlo Pastor, Inmaculada Mora-Jiménez, A. Caamaño, Riku Jantti
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引用次数: 6

摘要

Edgeworth展开用累积量近似近似高斯分布。这种扩展是在第一类统计的框架内发展起来的,其中的定义是从傅里叶变换中派生出来的。另外,第二类统计的框架提供了类似的定义,这些定义来自梅林变换。虽然与现有定义如此相似的形式主义不能导致本质上新的结果,但在这个新框架内的统计方法尚未得到充分研究。本文介绍了类似于第二类统计的累积量的对数累积量的Edgeworth展开式。更重要的是,这种新的扩展近似于不对称分布,这是在聚集干涉建模中常见的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Log-cumulants-based Edgeworth expansion for skew-distributed aggregate interference
The Edgeworth expansion approximates nearly Gaussian distributions in terms of cumulants. This expansion is developed within the framework of First Kind Statistics, where definitions are derived from the Fourier transform. Alternatively, the framework of Second Kind Statistics offers analogous definitions which are derived from the Mellin transform. Although a formalism with such similarity to the existing definitions cannot lead to intrinsically new results, statistical methods within this new framework has been understudied. This paper introduces an Edgeworth expansion in terms of log-cumulants, which are the analogous to cumulants for the Second Kind statistics. More importantly, this new expansion approximates asymmetric distributions which are commonly-found in aggregate interference modeling.
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