Relating Optimal Repairs in Ontology Engineering with Contraction Operations in Belief Change

IF 0.4 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS
Franz Baader
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Abstract

The question of how a given knowledge base can be modified such that certain unwanted consequences are removed has been investigated in the area of ontology engineering under the name of repair and in the area of belief change under the name of contraction. Whereas in the former area the emphasis was more on designing and implementing concrete repair algorithms, the latter area concentrated on characterizing classes of contraction operations by certain postulates they satisfy. In the classical setting, repairs and contractions are subsets of the knowledge base that no longer have the unwanted consequence. This makes these approaches syntax-dependent and may result in removal of more consequences than necessary. To alleviate this problem, gentle repairs and pseudo-constractions have been introduced in the respective research areas, and their connections have been investigated in recent work. Optimal repairs preserve a maximal amount of consequences, but they may not always exist. We show that, if they exist, then they can be obtained by certain pseudo-contraction operations, and thus they comply with the postulates that these operations satisfy. Conversely, under certain conditions, pseudo-contractions are guaranteed to produce optimal repairs. Recently, contraction operations have also been defined for concepts rather than for whole knowledge bases. We show that there is again a close connection between such operations and optimal repairs of a restricted form of knowledge bases.
本体工程中的最优修复与信念变化中的收缩操作的关系
如何修改给定的知识库以消除某些不想要的结果的问题,在本体工程领域以修复的名义进行了研究,在信念改变领域以收缩的名义进行了研究。在前一个领域,重点更多地放在设计和实现混凝土修复算法上,而后一个领域则集中在通过它们满足的某些假设来表征收缩操作的类别。在经典设置中,修复和收缩是知识库的子集,不再有不想要的结果。这使得这些方法依赖于语法,并可能导致删除不必要的结果。为了缓解这一问题,在各自的研究领域中引入了温和修复和伪构造,并在最近的工作中研究了它们之间的联系。最佳修复保留了最大数量的结果,但它们可能并不总是存在。我们证明,如果它们存在,那么它们可以通过某些伪收缩运算得到,因此它们符合这些运算所满足的公设。相反,在一定条件下,伪收缩保证产生最佳修复。最近,收缩操作也被定义为概念而不是整个知识库。我们再次表明,这种操作与有限形式的知识库的最佳修复之间存在密切联系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Applied Computing Review
Applied Computing Review COMPUTER SCIENCE, INFORMATION SYSTEMS-
自引率
40.00%
发文量
8
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