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Inconsistency-based ranking of knowledge bases

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Résumé

Inconsistencies are a usually undesirable feature of many kinds of data and knowledge. Measuring inconsistency is potentially useful to determine which parts of the data or of the knowledge base are conflicting. Several measures have been proposed to quantify such inconsistencies. However, one of the main problems lies in the difficulty to compare their underlying quality. Indeed, a highly inconsistent knowledge base with respect to a given inconsistency measure can be considered less inconsistent using another one. In this paper, we propose a new framework allowing us to partition a set of knowledge bases as a sequence of subsets according to a set of inconsistency measures, where the first element of the partition corresponds to the most inconsistent one. Then we discuss how finer ranking between knowledge bases can be derived from an original combination of existing measures. Finally, we extend our framework to provide some inconsistency measures obtained by combining existing ones.

langue originaleAnglais
titreICAART 2015 - 7th International Conference on Agents and Artificial Intelligence, Proceedings
rédacteurs en chefStephane Loiseau, Joaquim Filipe, Joaquim Filipe, Beatrice Duval, Jaap van den Herik
EditeurSciTePress
Pages414-419
Nombre de pages6
ISBN (Electronique)9789897580741
Les DOIs
étatPublié - 1 janv. 2015
Modification externeOui
Evénement7th International Conference on Agents and Artificial Intelligence, ICAART 2015 - Lisbon, Portugal
Durée: 10 janv. 201512 janv. 2015

Série de publications

NomICAART 2015 - 7th International Conference on Agents and Artificial Intelligence, Proceedings
Volume2

Une conférence

Une conférence7th International Conference on Agents and Artificial Intelligence, ICAART 2015
Pays/TerritoirePortugal
La villeLisbon
période10/01/1512/01/15

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