OM4OV: Leveraging Ontology Matching for Ontology Versioning

September 30, 2024 Β· Declared Dead Β· πŸ› arXiv.org

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Authors Zhangcheng Qiang, Kerry Taylor, Weiqing Wang arXiv ID 2409.20302 Category cs.AI: Artificial Intelligence Cross-listed cs.CL, cs.IR Citations 1 Venue arXiv.org Last Checked 4 months ago
Abstract
Due to the dynamic nature of the Semantic Web, version control is necessary to manage changes in widely used ontologies. Despite the long-standing recognition of ontology versioning (OV) as a crucial component of efficient ontology management, many approaches treat OV as similar to ontology matching (OM) and directly reuse OM systems for OV tasks. In this study, we systematically analyse similarities and differences between OM and OV and formalise an OM4OV pipeline to offer more advanced OV support. The pipeline is implemented and evaluated in the state-of-the-art OM system Agent-OM. The experimental results indicate that OM systems can be effectively reused for OV tasks, but without necessary extensions, can produce skewed measurements, poor performance in detecting update entities, and limited explanation of false mappings. To tackle these issues, we propose an optimisation method called the cross-reference (CR) mechanism, which builds on existing OM alignments to reduce the number of matching candidates and to improve overall OV performance.
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