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Finite Model Reasoning in DL-Lite

机译:DL-Lite中的有限模型推理

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The semantics of OWL-DL and its subclasses are based on the classical semantics of first-order logic, in which the interpretation domain may be an infinite set. This constitutes a serious expressive limitation for such ontology languages, since, in many real application scenarios for the Semantic Web, the domain of interest is actually finite, although the exact cardinality of the domain is unknown. Hence, in these cases the formal semantics of the OWL-DL ontology does not coincide with its intended semantics. In this paper we start filling this gap, by considering the subclasses of OWL-DL which correspond to the logics of the DL-Lite family, and studying reasoning over finite models in such logics. In particular, we mainly consider two reasoning problems: deciding satisfiability of an ontology, and answering unions of conjunctive queries (UCQs) over an ontology. We first consider the description logic DL-Lite_R and show that, for the two above mentioned problems, finite model reasoning coincides with classical reasoning, i.e., reasoning over arbitrary, unrestricted models. Then, we analyze the description logics DL-Lite_F and DL-Lite_A Differently from DL-Lite_R, in such logics finite model reasoning does not coincide with classical reasoning. To solve satisfiability and query answering over finite models in these logics, we define techniques which reduce polynomially both the above reasoning problems over finite models to the corresponding problem over arbitrary models. Thus, for all the DL-Lite languages considered, the good computational properties of satisfiability and query answering under the classical semantics also hold under the finite model semantics. Moreover, we have effectively and easily implemented the above techniques, extending the DL-Lite reasoner QuOnto with support for finite model reasoning.
机译:OWL-DL及其子类的语义基于一阶逻辑的经典语义,其中解释域可以是一个无限集。这对此类本体语言构成了严重的表达限制,因为在语义Web的许多实际应用场景中,尽管该域的确切基数未知,但所关注的域实际上是有限的。因此,在这些情况下,OWL-DL本体的形式语义与其预期的语义不一致。在本文中,我们通过考虑与DL-Lite家族逻辑相对应的OWL-DL子类,并研究基于此类逻辑的有限模型的推理,来填补这一空白。特别地,我们主要考虑两个推理问题:确定本体的可满足性,以及在本体上回答联合查询(UCQ)的并集。我们首先考虑描述逻辑DL-Lite_R并表明,对于上述两个问题,有限模型推理与经典推理一致,即对任意,无限制模型的推理。然后,我们不同于DL-Lite_R分析描述逻辑DL-Lite_F和DL-Lite_A,在这种逻辑中,有限模型推理与经典推理不符。为了在这些逻辑中解决可满足性和对有限模型的查询回答,我们定义了将多项式在有限模型上的上述推理问题均简化为任意模型上的对应问题的技术。因此,对于所考虑的所有DL-Lite语言,经典语义下的可满足性和查询应答的良好计算属性在有限模型语义下也同样适用。此外,我们已经有效而轻松地实现了上述技术,将DL-Lite推理机QuOnto扩展为支持有限模型推理。

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