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Practical Reasoning for Very Expressive Description Logics

机译:非常有表现力的描述逻辑的实践推理

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摘要

Description Logics (DLs) are a family of knowledge representation formalismsmainly characterised by constructors to build complex concepts and roles fromatomic ones. Expressive role constructors are important in many applications,but can be computationally problematical. We present an algorithm that decidessatisfiability of the DL ALC extended with transitive and inverse roles andfunctional restrictions with respect to general concept inclusion axioms androle hierarchies; early experiments indicate that this algorithm is well-suitedfor implementation. Additionally, we show that ALC extended with justtransitive and inverse roles is still in PSPACE. We investigate the limits ofdecidability for this family of DLs, showing that relaxing the constraintsplaced on the kinds of roles used in number restrictions leads to theundecidability of all inference problems. Finally, we describe a number ofoptimisation techniques that are crucial in obtaining implementations of thedecision procedures, which, despite the worst-case complexity of the problem,exhibit good performance with real-life problems.
机译:描述逻辑(DL)是一类知识表示形式主义,其主要特征是构造函数从原子的概念构建复杂的概念和角色。表达角色构造函数在许多应用程序中都很重要,但在计算上可能会出现问题。我们提出了一种算法,该算法决定了对与一般概念包含公理和角色层次有关的传递和反作用以及功能限制扩展的DL ALC的可满足性;早期实验表明,该算法非常适合实现。此外,我们显示以正义传递和逆向角色扩展的ALC仍在PSPACE中。我们调查了这一系列DL的可判定性的限制,表明放宽对用于数量限制的角色种类的限制会导致所有推理问题的不可判定性。最后,我们描述了许多优化技术,这些技术对于获得决策程序的实现至关重要,尽管问题的复杂性最坏,但它们在现实生活中仍表现出良好的性能。

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