信念函数理论中矛盾测度的比较研究

F. Smarandache, Deqiang Han, Arnaud Martin
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引用次数: 13

摘要

信念函数理论中的不确定性测度对不确定性表示和推理具有重要意义。在信念函数理论中引入了许多不确定性的度量。证据体内部的不协调(或冲突)程度是衡量不确定性程度的重要指标。最近,证据距离被用来定义一种矛盾度量,用于量化证据体内部的不和谐程度。矛盾测度实际上是给定基本信念赋值(bba)与在本文重新定义的给定bba的每个焦点元素上定义的分类信念赋值之间距离值的加权求和。它具有规范化的价值,可以很好地描述证据体中包含的自我不和谐。在此,我们提出了一些数值例子,对不同的不确定性测度进行了比较,并进行了相关分析,以证明所提出的矛盾测度的合理性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparative study of contradiction measures in the theory of belief functions
Uncertainty measures in the theory of belief functions are important for the uncertainty representation and reasoning. Many measures of uncertainty in the theory of belief functions have been introduced. The degree of discord (or conflict) inside a body of evidence is an important index for measuring uncertainty degree. Recently, distance of evidence is used to define a contradiction measure for quantifying the degree of discord inside a body of evidence. The contradiction measure is actually the weighted summation of the distance values between a given basic belief assignment (bba) and the categorical bba's defined on each focal element of the given bba redefined in this paper. It has normalized value and can well characterize the self-discord incorporated in bodies of evidence. We propose here, some numerical examples with comparisons among different uncertainty measures are provided, together with related analyses, to show the rationality of the proposed contradiction measure.
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