Ontology-Based Data Access and Constraint Satisfaction
نویسنده
چکیده
In recent years, the use of ontologies (=logical theories) to access instance data has become increasingly popular. The general idea is that an ontology provides a vocabulary or conceptual model for the application domain, which can then be used as an interface for querying instance data and to derive additional facts [2, 6]. In this presentation, I will introduce ontology-based data access for ontologies given in description logics and investigate the following non-uniform complexity problem: what is the data complexity of conjunctive query answering for a fixed ontology? I will present general conditions under which this problem is in PTime and, respectively, coNP-hard. Then it is shown that for the basic description logic ALC (=modal logic), conjunctive query answering is equivalent to solving constraint satisfaction problems with finite templates. Examples of consequences of this result include: (i) a P/coNP dichotomy holds for conjunctive query answering with ALC if, and only if, Feder and Vardi’s dichotomy conjecture [3] for constraints satisfaction problems holds; (ii) first-order constraint satisfaction problems investigated and characterized in [4] correspond exactly to reductions of ontology based data access with ALC to standard query answering over relational databases known as FO-rewriting. By employing results from [1], we also show that if functional relations are added to ALC, then the word problem of every non-deterministic polynomial time Turing Machine can be reduced to conjunctive query answering. Thus, by Ladner’s Theorem, ontologies with coNP-intermediate conjunctive query answering exist. The talk is based on joint work with Carsten Lutz. Preliminary results are published in [5]. 1998 ACM Subject Classification F.4.1 Computational Logic Digital Object Identifier 10.4230/LIPIcs.CSL.2011.4
منابع مشابه
Combining CP-Nets with the Power of Ontologies
The Web is currently shifting from data on linked Web pages towards less interlinked data in social networks on the Web. Therefore, rather than being based on the link structure between Web pages, the ranking of search results needs to be based on something new. We believe that it can be based on user preferences and ontological background knowledge, as a means to personalized access to informa...
متن کاملOntology-Based Annotation of Brain MRI Images
This paper describes a hybrid system for annotating anatomical structures in brain Magnetic Resonance Images. The system involves both numerical knowledge from an atlas and symbolic knowledge represented in a rule-extended ontology, written in standard web languages, and symbolic constraints. The system combines this knowledge with graphical data automatically extracted from the images. The ann...
متن کاملAKTive Workgroup Builder (AWB): Constraint Satisfaction Problem Solving over the Semantic Web
In this paper we introduce the AKTive Workgroup Builder (AWB) web application and describe how it uses distributed RDF data, defined against an OWL Lite ontology, to build and solve a user defined Constraint Satisfaction Problem (CSP). We describe our approach to mixed mode reasoning using both ontological and rule based methods and discuss how some of the factors relating to this affect the de...
متن کاملNeural Network based Constraint Satisfaction in Ontology Mapping
Ontology mapping seeks to find semantic correspondences between similar elements of different ontologies. Ontology mapping is critical to achieve semantic interoperability in the WWW. Due to the fact that ubiquitous constraints (e.g., hierarchical restrictions in RDFS) caused by the characteristics of ontologies and their representations exist in ontologies, constraints satisfaction has become ...
متن کاملOntology Constraint Satisfaction Problems using Conceptual Graphs
In this paper we present a visual formalism for representing constraints over knowledge intensive domains. Our approach is based on Conceptual Graphs and consequently benefits from their visual and semantic properties. By expressing constraint satisfaction problems using conceptual graphs we can use effective hybrid strategies to solve them. Central to this approach is the possibility of using ...
متن کامل