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

机译:模糊信仰结构被视为古典信仰结构:实际观点

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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:许多作者已经研究了模糊的信念结构,这是具有模糊组成的信念功能作为焦点元素。其中一个主要原因是,这种结构提供了混合概率和模糊信息的便捷方式。尽管如此,作者经常不同意的是,应该如何处理模糊信念结构的信息,即如何定义融合操作,决策规则,不确定性措施,不确定性传播等。在本文中,我们认为模糊信念结构被映射到编码相同信息的经典信仰结构中,并建议操纵这些后一种结构。从实际的角度来看,它有利于适当对信仰结构的处理工具可以与他们的解释一起使用,而不是必须考虑概率和模糊计算的混合,这可能更加难以解释。

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