Model-theoretic Characterizations of Rule-based Ontologies

Marco Console, Phokion G. Kolaitis, Andreas Pieris
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引用次数: 1

Abstract

An ontology specifies an abstract model of a domain of interest via a formal language that is typically based on logic. Although description logics are popular formalisms for modeling ontologies, tuple-generating dependencies (tgds), originally introduced as a unifying framework for database integrity constraints, and later on used in data exchange and integration, are also well suited for modeling ontologies that are intended for data-intensive tasks. The reason is that, unlike description logics, tgds can easily handle higher-arity relations that naturally occur in relational databases. In recent years, there has been an extensive study of tgd-ontologies and of their applications to several different data-intensive tasks. However, the fundamental question of whether the expressive power of tgd-ontologies can be characterized in terms of model-theoretic properties remains largely unexplored. We establish several characterizations of tgd-ontologies, including characterizations of ontologies specified by such central classes of tgds as full, linear, guarded, and frontier-guarded tgds. Our characterizations use the well-known notions of critical instance and direct product, as well as a novel locality property for tgd-ontologies. We further use this locality property to decide whether an ontology expressed by frontier-guarded (respectively, guarded) tgds can be expressed by tgds in the weaker class of guarded (respectively, linear) tgds, and effectively construct such an equivalent ontology if one exists.
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基于规则本体的模型理论表征
本体通过通常基于逻辑的形式语言指定感兴趣领域的抽象模型。尽管描述逻辑是建模本体的常用形式化方法,但元组生成依赖关系(metadata -generating dependencies, tgds)也非常适合用于数据密集型任务的本体建模。tgds最初是作为数据库完整性约束的统一框架引入的,后来用于数据交换和集成。原因是,与描述逻辑不同,tgds可以轻松处理关系数据库中自然出现的更高密度的关系。近年来,人们对tgd本体及其在不同数据密集型任务中的应用进行了广泛的研究。然而,tgd本体的表达能力是否可以用模型理论性质来表征这一基本问题在很大程度上仍未得到探讨。我们建立了几个tgd本体的表征,包括由tgd的中心类指定的本体的表征,如完整的、线性的、保护的和边界保护的tgd。我们的描述使用了众所周知的关键实例和直接积的概念,以及tgd本体的一个新的局部性。我们进一步利用这一局部性来确定由边界守卫(分别守卫)tgds表示的本体是否可以由守卫(分别线性)tgds的弱类中的tgds表示,如果存在的话,我们可以有效地构造这样的等价本体。
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