区间值形式语境中的三向概念

Rongle Zhao, Xiao Tang
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引用次数: 0

摘要

区间值形式语境理论最初是从模糊形式语境中衍生出来的。虽然模糊形式语境可以更精确地从模糊形式语境中提取信息,但它缺乏对区间值数据类型的形式语境的理论分析。本文将三向概念引入区间值形式语境,并利用三向决策概念将对象和属性的区间值范围划分为三个区域。在区间值信息颗粒的基础上,提出了负算子和区间值三向概念。它们可以在区间值形式语境中进行更深入的知识发现,并设计了区间值三向概念的生成算法。最后,通过实验证明了算法的有效性。
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Three-way concepts in the interval-valued formal contexts
 The theory of interval-valued formal contexts was originally derived from fuzzy formal contexts. While the fuzzy formal context can extract information from fuzzy formal contexts more precisely, it lacks theoretical analysis of formal contexts with interval-valued data types. This paper incorporates the three-way concept into interval-valued formal contexts, and partitions the interval value range of objects and attributes into three regions utilizing the notion of three-way decisions. On the basis of interval-valued information granules, the concepts of negative operators and interval-valued three-way concepts are proposed. They can conduct profounder knowledge discovery in interval-valued formal contexts, and a generation algorithm of interval-valued three-way concepts is devised. Finally, the effectiveness of the algorithm is substantiated through experimentation
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