Learning Disjointness
From semanticweb.org
A paper written by York Sure, Andreas Hotho, Denny Vrandecic and Johanna Voelker. It was presented at the ESWC2007. It is about disjointness axioms, knowledge acquisition, OWL and ontology engineering
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[edit] Abstract
An increasing number of applications benefits from light-weight
ontologies, or to put it differently "a little semantics goes a long way". However, our experience indicates that more expressiveness can offer significant advantages. Introducing disjointness axioms, for instance, greatly facilitates consistency checking and the automatic evaluation of ontologies. In an extensive user study we discovered that proper modeling of disjointness is a difficult and very time-consuming task. We therefore developed an approach to automatically enrich learned or manually engineered ontologies with disjointness axioms. This approach relies on several methods for obtaining syntactic and semantic evidence from different sources which we believe to provide a solid base for learning disjointness. After thoroughly evaluating the implementation of our approach we are confident that in future ontology engineering environments the automatic discovery of disjointness axioms may help to increase the richness, quality and usefulness of any given ontology.
This data has been imported from the ESWC2007 RDF