信念函数的谨慎组合法则及其推广

T. Denoeux
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引用次数: 105

摘要

登普斯特规则在信念函数理论中起着核心作用。然而,它假设综合起来的证据项目是不同的,这一假设在实践中并不总是得到证实。本文引入了一种新的算子——组合谨慎规则。这个算子是可交换的,结合的,幂等的。后一种性质使它适合于合并非明显的证据项。还介绍了基于三角规范的扩展(其中一些允许定义行为介于Dempster规则和谨慎规则之间的算子)
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The cautious rule of combination for belief functions and some extensions
Dempster's rule plays a central role in the theory of belief functions. However, it assumes the items of evidence combined to be distinct, an assumption which is not always verified in practice. In this paper, a new operator, the cautious rule of combination, is introduced. This operator is commutative, associative and idempotent. This latter property makes it suitable to combine non distinct items of evidence. Extensions based on triangular norms (some of which allow to define operators whose behavior is intermediate between the Dempster's rule and the cautious rule) are also introduced
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