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

机译:粗糙度粗糙集的粗糙度描述的粗糙度和寻找核心关系的算法

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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)侧重于形成等同关系的POSET,以越来越高的准确性。模态逻辑和RST之间的连接是众所周知的,并且在其关系代数(RA)形式化中已被广泛研究。 RST也被解释为直觉或多值逻辑的变体,甚至在逻辑编程的背景下进行了研究。本文通过剩余方式提出了RS中RST的详细形式化,激励其泛化,并展示了如何以简单的代理方式证明许多RST属性的结果(与易于易于易于置于理论上的定理证明相反) 。进一步的无点表示的抽象表明与具有域的Kleene代数的对应关系。最后,我们展示了RST上的RA-透视如何允许推导出一种抽象算法,用于从MERE分析到RA构造而不是通过数据驱动方法的分析来查找减少。

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