Ontology-driven possibilistic reference fusion

  • Authors:
  • Fatiha Saïs;Rallou Thomopoulos;Sébastien Destercke

  • Affiliations:
  • LRI, Paris-Sud 11 Univ. and INRIA Saclay, Orsay, France;LIRMM, CNRS & Univ. Montpellier II, Montpellier cedex 5, France and INRA, CIRAD, UMR, Montpellier cedex 1, France;INRA, CIRAD, UMR, Montpellier cedex 1, France

  • Venue:
  • OTM'10 Proceedings of the 2010 international conference on On the move to meaningful internet systems: Part II
  • Year:
  • 2010

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Abstract

It often happens that different references (i.e. data descriptions), possibly coming from different heterogeneous data sources, concern the same real world entity. In such cases, it is necessary: (i) to detect, through reconciliation methods, whether different data descriptions refer to the same real world entity and (ii) to fuse them into a unique representation. Here we assume the reference reconciliation is solved, and we propose a fusion method based on possibility theory, able to cope with uncertainty and with ontological knowledge. An implementation using W3C standards is provided. Rising from the fusion process, an ontology enrichment procedure is proposed to complete the global ontology.