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Extended concept of logic minimization for rule reduction

机译:逻辑最小化的扩展概念,用于规则简化

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Decision table, consists of conditional attributes and decision attribute may be considered as a knowledge representation. Reduction of decision table plays important roles in the process of rule reduction. This paper discusses a process of rule reduction using an extended concept of logic minimization. First, this paper introduces a concept of weighted decision table which is generated from a relational data table. Here, the weighted decision table may have such situation that several similar values of conditional attributes may have correlation to different value of decision attribute with a certain weight. Therefore in the process of rules reduction, it is necessary to extend the concept of logic minimization in order to process such kind of decision table. An algorithm of rule reduction is proposed along with an extended merge operation. During discussion of the proposed concept, some illustrated examples are given to clearly understand the concept.
机译:决策表由条件属性和决策属性组成,可以视为知识表示。决策表的缩减在规则缩减过程中起着重要的作用。本文讨论了使用逻辑最小化扩展概念进行规则约简的过程。首先,本文介绍了从关系数据表生成的加权决策表的概念。在此,加权决策表可能具有这样的情况,即条件属性的几个相似值可能与具有一定权重的决策属性的不同值相关。因此,在规则简化过程中,有必要扩展逻辑最小化的概念以处理这种决策表。提出了一种规则约简算法以及扩展的合并操作。在讨论所提出的概念期间,给出了一些图解示例以清楚地理解该概念。

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