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Fuzzy belief structures viewed as classical belief structures: A practical viewpoint

机译:模糊信念结构被视为经典信念结构:实践观点

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Many authors have studied fuzzy belief structures, that is belief functions having fuzzy sets as focal elements. One of the main reason for this is that this structure offers a convenient way to mix probabilistic and fuzzy information. Still, one point on which authors often disagree is how information represented by fuzzy belief structures should be processed, i.e., how should be defined fusion operations, decision rules, uncertainty measures, uncertainty propagation, etc. for such representations. In this paper, we consider that fuzzy belief structures are mapped into classical belief structures encoding the same information, and propose to manipulate these latter structures. From a practical standpoint, it has the benefit that processing tools proper to belief structures can be used together with their interpretation, rather than having to consider a mix of probabilistic and fuzzy calculi, which can be harder to interpret.
机译:许多作者研究了模糊信念结构,即以模糊集为焦点元素的信念函数。造成这种情况的主要原因之一是这种结构提供了一种混合概率信息和模糊信息的便捷方法。尽管如此,作者经常不同意的一点是应如何处理由模糊信念结构表示的信息,即应如何定义此类表示的融合运算,决策规则,不确定性度量,不确定性传播等。在本文中,我们考虑将模糊信念结构映射到对相同信息进行编码的经典信念结构中,并建议对这些后者进行操纵。从实践的角度来看,这样做的好处是可以将适合于信念结构的处理工具与它们的解释一起使用,而不必考虑可能难以解释的概率和模糊计算的混合。

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