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An eclectic quadrant of rule based system verification: work grounded in verification of fuzzy rule bases

机译:基于规则的系统验证的折衷象限:基于模糊规则库的验证而开展的工作

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摘要

In this paper, we used a research approach based on grounded theory in order to classify methods proposed in literature that try to extend the verification of classical rule bases to the case of fuzzy knowledge modeling. Within this area of verification we identify two dual lines of thought respectively leading to what is termed respectively static and dynamic anomaly detection methods. The major outcome of the confrontation of both approaches is that their results, most often stated in terms of necessary and/or sufficient conditions are difficult to reconcile. This paper addresses precisely this issue by the construction of a theoretical framework, which enables to effectively evaluate the results of both static and dynamic verification theories. Things essentially go wrong when in the quest for a good affinity, matching or similarity measure, one neglects to take into account the effect of the implication operator, an issue that rises above and beyond the fuzzy setting that initiated the research. The findings can easily be generalized to verification issues in any knowledge coding setting.
机译:在本文中,我们使用了一种基于扎根理论的研究方法,以对文献中提出的方法进行分类,这些方法试图将经典规则库的验证扩展到模糊知识建模的情况。在此验证范围内,我们确定了两条双重思路,分别导致了所谓的静态和动态异常检测方法。两种方法对立的主要结果是,它们的结果(通常以必要和/或充分的条件来表示)难以调和。本文通过构建一个理论框架来精确地解决这个问题,它可以有效地评估静态和动态验证理论的结果。当寻求良好的亲和力,匹配性或相似性度量时,人们基本上忽略了问题,而忽略了蕴涵算符的影响,这一问题超出了引发研究的模糊范围。这些发现可以轻松地推广到任何知识编码设置中的验证问题。

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