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Article type: Research Article
Authors: Yan, Li | Wang, Hailong | Ma, Z.M.
Affiliations: School of Software, Northeastern University, Shenyang, China | College of Information Science and Engineering, Northeastern University, Shenyang, China
Note: [] Corresponding author. Z.M. Ma, College of Information Science and Engineering, Northeastern University, 3-11 Wehua Road, Shenyang 110819, China. E-mail: [email protected]
Abstract: It is widely recognized that management of data types is an indispensable component in intelligent knowledge-based applications. Recent research has shown that OWL (Web Ontology Language) has a serious limitation on data types and does not support customized data types and predicates. Some work has been carried out to address this issue in crisp situations. In order to deal with fuzzy information in the Semantic Web, this paper proposes a new kind of fuzzy description logic F-SHIQ(G), which can support not only the representation and reasoning of fuzzy concept knowledge, but also fuzzy data information with customized fuzzy data types and customized fuzzy data type predicates. The syntax, semantics and reasoning algorithm of the F-SHIQ(G) are investigated in the paper, and its decidability, soundness, completeness and complexity of the reasoning algorithm are discussed in the paper also. For the reasoning for F-SHIQ(G), the paper adopts a traditional reasoning architecture for fuzzy data type reasoning and as a result, new fuzzy data type reasoners can be added without changing the fuzzy concept reasoner.
Keywords: Fuzzy description logic, F-SHIQ(G), reasoning architecture, customized fuzzy data type, reasoning complexity
DOI: 10.3233/IFS-130931
Journal: Journal of Intelligent & Fuzzy Systems, vol. 26, no. 6, pp. 2609-2626, 2014
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