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The Structure of Oppositions in Rough Set Theory and Formal Concept Analysis - Toward a New Bridge between the Two Settings

机译:粗糙集理论和形式概念分析中的对立结构-构筑两者之间的新桥梁。

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摘要

Rough set theory (RST) and formal concept analysis (FCA) are two formal settings in information management, which have found applications in learning and in data mining. Both rely on a binary relation. FCA starts with a formal context, which is a relation linking a set of objects with their properties. Besides, a rough set is a pair of lower and upper approximations of a set of objects induced by an indistinguishability relation; in the simplest case, this relation expresses that two objects are indistinguishable because their known properties are exactly the same. It has been recently noticed, with different concerns, that any binary relation on a Cartesian product of two possibly equal sets induces a cube of oppositions, which extends the classical Aristotelian square of oppositions structure, and has remarkable properties. Indeed, a relation applied to a given subset gives birth to four subsets, and to their complements, that can be organized into a cube. These four subsets are nothing but the usual image of the subset by the relation, together with similar expressions where the subset and / or the relation are replaced by their complements. The eight subsets corresponding to the vertices of the cube can receive remarkable interpretations, both in the RST and the FCA settings. One facet of the cube corresponds to the core of RST, while basic FCA operators are found on another facet. The proposed approach both provides an extended view of RST and FCA, and suggests a unified view of both of them.
机译:粗糙集理论(RST)和形式概念分析(FCA)是信息管理中的两种形式设置,已在学习和数据挖掘中得到应用。两者都依赖于二进制关系。 FCA从形式上下文开始,形式上下文是将一组对象与其属性链接在一起的关系。此外,粗糙集是由不可区分关系引起的一组对象的上下近似。在最简单的情况下,该关系表示两个对象是无法区分的,因为它们的已知属性完全相同。最近已经注意到,出于不同的考虑,在两个可能相等的集合的笛卡尔积上的任何二元关系都引起了一个立方对立,这扩展了古典的亚里士多德对立面结构,并具有非凡的特性。确实,应用于给定子集的关系会产生四个子集及其补集,它们可以组织成一个多维数据集。这四个子集不过是该关系的子集的普通图像,以及类似的表达式,其中子集和/或该关系被其补码替换。在RST和FCA设置中,对应于多维数据集顶点的八个子集都可以接受非凡的解释。多维数据集的一个方面对应于RST的核心,而基本的FCA运算符位于另一方面。所提出的方法既提供了RST和FCA的扩展视图,又提出了两者的统一视图。

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