Developing and maintaining ontologies is an expensive and error-prone task. After an error is detected, users may have to wait for a long time before a corrected version of the ontology is available. In the meantime, one might still want to derive meaningful knowledge from the ontology, while avoiding the known errors. We study error-tolerant reasoning tasks in the description logic EL. While these problems are intractable, we propose methods for improving the reasoning times by precompiling information about the known errors and using proof-theoretic techniques for computing justifications. A prototypical implementation shows that our approach is feasible for large ontologies used in practice.

Ludwig, M., Penaloza, R. (2014). Error-Tolerant Reasoning in the Description Logic EL. In Logics in Artificial Intelligence: 14th European Conference, JELIA 2014, Funchal, Madeira, Portugal, September 24-26, 2014. Proceedings (pp.107-121). Springer-Verlag [10.1007/978-3-319-11558-0_8].

Error-Tolerant Reasoning in the Description Logic EL

Penaloza, R
2014

Abstract

Developing and maintaining ontologies is an expensive and error-prone task. After an error is detected, users may have to wait for a long time before a corrected version of the ontology is available. In the meantime, one might still want to derive meaningful knowledge from the ontology, while avoiding the known errors. We study error-tolerant reasoning tasks in the description logic EL. While these problems are intractable, we propose methods for improving the reasoning times by precompiling information about the known errors and using proof-theoretic techniques for computing justifications. A prototypical implementation shows that our approach is feasible for large ontologies used in practice.
paper
error-tolerance, description logics
English
European Conference On Logics In Artificial Intelligence, JELIA 2014
2014
Ferme, E; Leite, J
Logics in Artificial Intelligence: 14th European Conference, JELIA 2014, Funchal, Madeira, Portugal, September 24-26, 2014. Proceedings
978-3-319-11557-3
2014
8761
107
121
open
Ludwig, M., Penaloza, R. (2014). Error-Tolerant Reasoning in the Description Logic EL. In Logics in Artificial Intelligence: 14th European Conference, JELIA 2014, Funchal, Madeira, Portugal, September 24-26, 2014. Proceedings (pp.107-121). Springer-Verlag [10.1007/978-3-319-11558-0_8].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/258745
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