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| towards practical abox abduction in large description logic ontologies | |
| Du Jianfeng; Qi Guilin; Shen Yi-Dong; Pan Jeff Z. | |
| 2012 | |
| Source | International Journal on Semantic Web and Information Systems
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| ISSN | 1552-6283 |
| Volume | 8Issue:2Pages:1-33 |
| English Abstract | ABox abduction is an important reasoning facility in Description Logics (DLs). It finds all minimal sets of ABox axioms, called abductive solutions, which should be added to a background ontology to enforce entailment of an observation which is a specified set of ABox axioms. However, ABox abduction is far from practical by now because there lack feasible methods working in finite time for expressive DLs. To pave a way to practical ABox abduction, this paper proposes a new problem for ABox abduction and a new method for computing abductive solutions accordingly. The proposed problem guarantees finite number of abductive solutions. The proposed method works in finite time for a very expressive DL, SHOIQ, which underpins the W3C standard language OWL 2, and guarantees soundness and conditional completeness of computed results. Experimental results on benchmark ontologies show that the method is feasible and can scale to large ABoxes. Copyright © 2012, IGI Global.; ABox abduction is an important reasoning facility in Description Logics (DLs). It finds all minimal sets of ABox axioms, called abductive solutions, which should be added to a background ontology to enforce entailment of an observation which is a specified set of ABox axioms. However, ABox abduction is far from practical by now because there lack feasible methods working in finite time for expressive DLs. To pave a way to practical ABox abduction, this paper proposes a new problem for ABox abduction and a new method for computing abductive solutions accordingly. The proposed problem guarantees finite number of abductive solutions. The proposed method works in finite time for a very expressive DL, SHOIQ, which underpins the W3C standard language OWL 2, and guarantees soundness and conditional completeness of computed results. Experimental results on benchmark ontologies show that the method is feasible and can scale to large ABoxes. Copyright © 2012, IGI Global. |
| Indexed Type | EI |
| Keyword | Formal Languages Logic Programming Ontology |
| Department | (1) Guangdong University of Foreign Studies State Key Laboratory of Computer Science Institute of Software China; (2) Southeast University Key Laboratory of Symbolic Computation Jilin University Jilin China; (3) State Key Laboratory of Computer Science Institute of Software Chinese Academy of Sciences China; (4) University of Aberdeen Aberdeen United Kingdom |
| Language | 英语 |
| WOS ID | WOS:000312931500001 |
| Citation statistics | |
| Content Type | 期刊论文 |
| URI | http://ir.iscas.ac.cn/handle/311060/15167 |
| Collection | 中国科学院软件研究所 |
| Recommended Citation GB/T 7714 | Du Jianfeng,Qi Guilin,Shen Yi-Dong,et al. towards practical abox abduction in large description logic ontologies[J]. International Journal on Semantic Web and Information Systems,2012,8(2):1-33. |
| APA | Du Jianfeng,Qi Guilin,Shen Yi-Dong,&Pan Jeff Z..(2012).towards practical abox abduction in large description logic ontologies.International Journal on Semantic Web and Information Systems,8(2),1-33. |
| MLA | Du Jianfeng,et al."towards practical abox abduction in large description logic ontologies".International Journal on Semantic Web and Information Systems 8.2(2012):1-33. |
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