Integration of Contextual Descriptors in Ontology Alignment for Enrichment of Semantic Correspondence

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dc.contributor.authorManziuk, Eduard
dc.contributor.authorBarmak, Oleksander
dc.contributor.authorRadiuk, Pavlo
dc.contributor.authorKuznetsov, Vladislav
dc.contributor.authorKrak, Iurii
dc.contributor.authorYakovlev, Sergiy
dc.date.accessioned2024-12-03T10:47:52Z
dc.date.available2024-12-03T10:47:52Z
dc.date.issued2024-12-02
dc.description.abstractThis paper proposes a novel approach to semantic ontology alignment using contextual descriptors. A formalization was developed that enables the integration of essential and contextual descriptors to create a comprehensive knowledge model. The hierarchical structure of the semantic approach and the mathematical apparatus for analyzing potential conflicts between concepts, particularly in the example of "Transparency" and "Privacy" in the context of artificial intelligence, are demonstrated. Experimental studies showed a significant improvement in ontology alignment metrics after the implementation of contextual descriptors, especially in the areas of privacy, responsibility, and freedom & autonomy. The application of contextual descriptors achieved an average overall improvement of approximately 4.36%. The results indicate the effectiveness of the proposed approach for more accurately reflecting the complexity of knowledge and its contextual dependence.
dc.identifier.citationIntegration of contextual descriptors in ontology alignment for enrichment of semantic correspondence / E. Manziuk et al. 2024 14th International Conference on Dependable Systems, Services and Technologies (DESSERT’2024) : Proceedings, Athens, Greece, 11–13 October 2024 / ed. by V. Kharchenko et al. New York, NY, USA, 2024. P. 1–7. URL: https://doi.org/10.48550/arXiv.2411.19113
dc.identifier.urihttps://elar.khmnu.edu.ua/handle/123456789/17168
dc.language.isoen
dc.publisherIEEE, Inc.
dc.subjectontology alignment
dc.subjectcontextual descriptors
dc.subjectsemantic matching
dc.subjectknowledge representation
dc.subjectessential descripontohierarchical structurelogy integrationtors
dc.subjectsemantic heterogeneity
dc.subjectethical ai
dc.subject.udc004.6:004.89
dc.titleIntegration of Contextual Descriptors in Ontology Alignment for Enrichment of Semantic Correspondence
dc.typeПрепринт
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