Toward a systematic conflict resolution framework for ontologies

Abstract Background The ontology authoring step in ontology development involves having to make choices about what subject domain knowledge to include. This may concern sorting out ontological differences and making choices between conflicting axioms due to limitations in the logic or the subject do...

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Main Authors: C. Maria Keet, Rolf Grütter
Format: Article
Language:English
Published: BMC 2021-08-01
Series:Journal of Biomedical Semantics
Subjects:
Online Access:https://doi.org/10.1186/s13326-021-00246-0
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author C. Maria Keet
Rolf Grütter
author_facet C. Maria Keet
Rolf Grütter
author_sort C. Maria Keet
collection DOAJ
description Abstract Background The ontology authoring step in ontology development involves having to make choices about what subject domain knowledge to include. This may concern sorting out ontological differences and making choices between conflicting axioms due to limitations in the logic or the subject domain semantics. Examples are dealing with different foundational ontologies in ontology alignment and OWL 2 DL’s transitive object property versus a qualified cardinality constraint. Such conflicts have to be resolved somehow. However, only isolated and fragmented guidance for doing so is available, which therefore results in ad hoc decision-making that may not be the best choice or forgotten about later. Results This work aims to address this by taking steps towards a framework to deal with the various types of modeling conflicts through meaning negotiation and conflict resolution in a systematic way. It proposes an initial library of common conflicts, a conflict set, typical steps toward resolution, and the software availability and requirements needed for it. The approach was evaluated with an actual case of domain knowledge usage in the context of epizootic disease outbreak, being avian influenza, and running examples with COVID-19 ontologies. Conclusions The evaluation demonstrated the potential and feasibility of a conflict resolution framework for ontologies.
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spelling doaj.art-d2f839a23bf6460a83ecb95b36421ce02022-12-21T20:06:13ZengBMCJournal of Biomedical Semantics2041-14802021-08-0112111510.1186/s13326-021-00246-0Toward a systematic conflict resolution framework for ontologiesC. Maria Keet0Rolf Grütter1Department of Computer Science, University of Cape TownSwiss Federal Research Institute WSLAbstract Background The ontology authoring step in ontology development involves having to make choices about what subject domain knowledge to include. This may concern sorting out ontological differences and making choices between conflicting axioms due to limitations in the logic or the subject domain semantics. Examples are dealing with different foundational ontologies in ontology alignment and OWL 2 DL’s transitive object property versus a qualified cardinality constraint. Such conflicts have to be resolved somehow. However, only isolated and fragmented guidance for doing so is available, which therefore results in ad hoc decision-making that may not be the best choice or forgotten about later. Results This work aims to address this by taking steps towards a framework to deal with the various types of modeling conflicts through meaning negotiation and conflict resolution in a systematic way. It proposes an initial library of common conflicts, a conflict set, typical steps toward resolution, and the software availability and requirements needed for it. The approach was evaluated with an actual case of domain knowledge usage in the context of epizootic disease outbreak, being avian influenza, and running examples with COVID-19 ontologies. Conclusions The evaluation demonstrated the potential and feasibility of a conflict resolution framework for ontologies.https://doi.org/10.1186/s13326-021-00246-0Ontology engineeringOntology developmentInfectious disease ontologies
spellingShingle C. Maria Keet
Rolf Grütter
Toward a systematic conflict resolution framework for ontologies
Journal of Biomedical Semantics
Ontology engineering
Ontology development
Infectious disease ontologies
title Toward a systematic conflict resolution framework for ontologies
title_full Toward a systematic conflict resolution framework for ontologies
title_fullStr Toward a systematic conflict resolution framework for ontologies
title_full_unstemmed Toward a systematic conflict resolution framework for ontologies
title_short Toward a systematic conflict resolution framework for ontologies
title_sort toward a systematic conflict resolution framework for ontologies
topic Ontology engineering
Ontology development
Infectious disease ontologies
url https://doi.org/10.1186/s13326-021-00246-0
work_keys_str_mv AT cmariakeet towardasystematicconflictresolutionframeworkforontologies
AT rolfgrutter towardasystematicconflictresolutionframeworkforontologies