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Roughness by Residuals Algebraic Description of Rough Sets and an Algorithm for Finding Core Relations

机译:残差集的残差代数描述和查找核心关系的算法

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Rough set theory (RST) focuses on forming posets of equivalence relations to describe sets with increasing accuracy. The connection between modal logics and RST is well known and has been extensively studied in their relation algebraic (RA) formalisation. RST has also been interpreted as a variant of intuitionistic or multi-valued logics and has even been studied in the context of logic programming. This paper presents a detailed formalisation of RST in RA by way of residuals, motivates its generalisation and shows how results can be used to prove many RST properties in a simple algebraic manner (as opposed to many tedious and error-prone set-theoretic proofs). A further abstraction to an entirely point-free representation shows the correspondence to Kleene algebras with domain. Finally, we show how an RA-perspective on RST allows to derive an abstract algorithm for finding reducts from a mere analysis of the properties of the RA-construction rather than by a data-driven approach.
机译:粗糙集理论(RST)专注于形成等价关系的姿态,以提高准确性来描述集合。模态逻辑与RST之间的联系是众所周知的,并已在它们的关系代数(RA)形式化中进行了广泛的研究。 RST也被解释为直觉逻辑或多值逻辑的变体,甚至在逻辑编程的背景下进行了研究。本文通过残差的形式对RA中的RST进行了详细的形式化,激发了它的推广,并展示了如何使用结果以简单的代数方式证明许多RST性质(与许多繁琐且易于出错的集合论证相反) 。对完全无点表示的进一步抽象显示了与具有域的Kleene代数的对应关系。最后,我们展示了基于RST的RA透视图如何允许仅通过对RA构造的属性进行分析,而不是通过数据驱动的方法,得出一种抽象算法来查找还原。

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