Sabellek Leif
University of Bremen, Bremen, Germany.
Kunstliche Intell (Oldenbourg). 2020;34(4):533-537. doi: 10.1007/s13218-020-00674-7. Epub 2020 Jun 21.
An ontology-mediated query (OMQ) consists of a database query paired with an ontology. When evaluated on a database, an OMQ returns not only the answers that are already in the database, but also those answers that can be obtained via logical reasoning using rules from ontology. There are many open questions regarding the complexities of problems related to OMQs. Motivated by the use of ontologies in practice, new reasoning problems which have never been considered in the context of ontologies become relevant, since they can improve the usability of ontology enriched systems. This thesis deals with various reasoning problems that emerge from ontology-mediated querying and it investigates the computational complexity of these problems. We focus on ontologies formulated in Horn description logics, which are a popular choice for ontologies in practice. In particular, the thesis gives results regarding the data complexity of OMQ evaluation by completely classifying complexity and rewritability questions for OMQs based on an EL ontology and a conjunctive query. Furthermore, the query-by-example problem, and the expressibility and verification problem in ontology-based data access are introduced and investigated.
本体介导查询(OMQ)由与本体配对的数据库查询组成。在数据库上进行评估时,OMQ不仅会返回数据库中已有的答案,还会返回那些可以通过使用本体中的规则进行逻辑推理而获得的答案。关于与OMQ相关问题的复杂性,存在许多未解决的问题。由于本体在实践中的应用,一些在本体背景下从未被考虑过的新推理问题变得重要起来,因为它们可以提高本体丰富系统的可用性。本文探讨了本体介导查询中出现的各种推理问题,并研究了这些问题的计算复杂性。我们专注于用Horn描述逻辑表述的本体,这在实践中是本体的一种流行选择。特别是,本文通过基于EL本体和联合查询对OMQ的复杂性和可重写性问题进行完全分类,给出了关于OMQ评估数据复杂性的结果。此外,还引入并研究了基于示例的查询问题以及基于本体的数据访问中的可表达性和验证问题。