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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 25 / No. 1: Twenty-Fifth AAAI Conference on Artificial Intelligence

Towards Practical ABox Abduction in Large OWL DL Ontologies

March 8, 2023

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Authors

Jianfeng Du

Guangdong University of Foreign Studies


Guilin Qi

Southeast University


Yi-Dong Shen

Chinese Academy of Sciences


Jeff Pan

The University of Aberdeen


DOI:

10.1609/aaai.v25i1.8070


Abstract:

ABox abduction is an important aspect for abductive reasoning in Description Logics (DLs). It finds all minimal sets of ABox axioms that should be added to a background ontology to enforce entailment of a specified set of ABox axioms. As far as we know, by now there is only one ABox abduction method in expressive DLs computing abductive solutions with certain minimality. However, the method targets an ABox abduction problem that may have infinitely many abductive solutions and may not output an abductive solution in finite time. Hence, in this paper we propose a new ABox abduction problem which has only finitely many abductive solutions and also propose a novel method to solve it. The method reduces the original problem to an abduction problem in logic programming and solves it with Prolog engines. Experimental results show that the method is able to compute abductive solutions in benchmark OWL DL ontologies with large ABoxes.

Topics: AAAI

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HOW TO CITE:

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan Towards Practical ABox Abduction in Large OWL DL Ontologies Proceedings of the AAAI Conference on Artificial Intelligence, 25 (2011) 1160.

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan Towards Practical ABox Abduction in Large OWL DL Ontologies AAAI 2011, 1160.

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan (2011). Towards Practical ABox Abduction in Large OWL DL Ontologies. Proceedings of the AAAI Conference on Artificial Intelligence, 25, 1160.

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan. Towards Practical ABox Abduction in Large OWL DL Ontologies. Proceedings of the AAAI Conference on Artificial Intelligence, 25 2011 p.1160.

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan. 2011. Towards Practical ABox Abduction in Large OWL DL Ontologies. "Proceedings of the AAAI Conference on Artificial Intelligence, 25". 1160.

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan. (2011) "Towards Practical ABox Abduction in Large OWL DL Ontologies", Proceedings of the AAAI Conference on Artificial Intelligence, 25, p.1160

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan, "Towards Practical ABox Abduction in Large OWL DL Ontologies", AAAI, p.1160, 2011.

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan. "Towards Practical ABox Abduction in Large OWL DL Ontologies". Proceedings of the AAAI Conference on Artificial Intelligence, 25, 2011, p.1160.

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan. "Towards Practical ABox Abduction in Large OWL DL Ontologies". Proceedings of the AAAI Conference on Artificial Intelligence, 25, (2011): 1160.

Jianfeng Du|| Guilin Qi|| Yi-Dong Shen|| Jeff Pan. Towards Practical ABox Abduction in Large OWL DL Ontologies. AAAI[Internet]. 2011[cited 2023]; 1160.


ISSN: 2374-3468


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