Evolutionary algorithms for reasoning in fuzzy description logics with fuzzy quantifiers

  • Authors:
  • Mauro Dragoni;Andrea G. B. Tettamanzi

  • Affiliations:
  • Università degli Studi;Università degli Studi

  • Venue:
  • Proceedings of the 9th annual conference on Genetic and evolutionary computation
  • Year:
  • 2007

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Abstract

The task of reasoning with fuzzy description logics with fuzzy quantification is approached by means of an evolutionary algorithm. An essential ingredient of the proposed method is a heuristic, implemented as an intelligent mutation operator, which observes the evolutionary process and uses the information gathered to guess at the mutations most likely to bring about an improvement of the solutions. The viability of the method is demonstrated by applying it to reasoning on a resource sheduling problem.