Lexical ontology layer: a bridge between text and concepts

  • Authors:
  • Grzegorz Protaziuk;Anna Wróblewska;Robert Bembenik;Henryk Rybiński;Teresa Podsiadły-Marczykowska

  • Affiliations:
  • Institute of Computer Science, Warsaw University of Technology, Warsaw, Poland;Institute of Computer Science, Warsaw University of Technology, Warsaw, Poland;Institute of Computer Science, Warsaw University of Technology, Warsaw, Poland;Institute of Computer Science, Warsaw University of Technology, Warsaw, Poland;Institute of Biocybernetics and Bioengineering, Warszawa, Poland

  • Venue:
  • ISMIS'12 Proceedings of the 20th international conference on Foundations of Intelligent Systems
  • Year:
  • 2012

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Abstract

Intelligent methods for automatic text processing require linking between lexical resources (texts) and ontologies that define semantics. However, one of the main problems is that while building ontologies, the main effort is put to the construction of the conceptual part, whereas the lexical aspects of ontologies are usually diminished. Therefore, analyzing texts, it is usually difficult to map words to concepts from the ontology. Usually one should consider various linguistic relationships, such as homonymy, synonymy, etc. However, they are not clearly reflected in the conceptual part. We propose LEXO - a special lexical layer, which is thought as a bridge between text and the conceptual core of the ontology. LEXO is dedicated to storing linguistic relationships along with textual evidence for the relationships (as discovered in the text mining process). In addition, we present an algorithm based on LEXO for determining meaning of a given term in an analyzed text.