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MDMapper: A Framework for Aligning Master Data Models using Ontology Matching Techniques

  • Stibo Systems A/S

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Abstract

This paper introduces a matching framework tailored for master data model matching, incorporating techniques from the field of ontology matching. We present a new quantitative approach for heuristic similarity estimation between hierarchical data structures, which involves heterogeneous data. We also introduce a relation-based navigation technique and an availability management method based on restrictions that support efficient and progressive matching processes. This integration of ontology matching techniques into master data model matching not only improves alignment consistency and quality, but also facilitates more automatic data exchange solutions. The experiments on OAEI Anatomy and Conference tracks indicate that our approach may be competitive, while an experiment on industrial classification standards shows that our approach performs significantly better than the considered baseline approaches.
Original languageEnglish
Title of host publicationProceedings of OM-2024: The 19th International Workshop on Ontology Matching collocated with the 23rd International Semantic Web Conference (ISWC 2024)
Volume3897
PublisherCEUR-WS
Publication date2024
Pages30-42
Publication statusPublished - 2024
EventThe 19th International Workshop on Ontology Matching - Baltimore, United States
Duration: 11 Nov 202411 Nov 2024

Workshop

WorkshopThe 19th International Workshop on Ontology Matching
Country/TerritoryUnited States
CityBaltimore
Period11/11/202411/11/2024
SeriesCEUR Workshop Proceedings
ISSN1613-0073

Keywords

  • Data Exchange
  • Master Data Management
  • Ontology Matching

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