pDAML+OIL: A probabilistic extension to DAML+OIL based on probabilistic Datalog

  • Citation-Key:
    Nottelmann/Fuhr:04a
  • Title:
    pDAML+OIL: A probabilistic extension to DAML+OIL based on probabilistic Datalog
  • Author(s):
    Henrik Nottelmann
    Norbert Fuhr
  • In:
    • Citation-Key:
      IPMU:04
    • Title:
      Proceedings Information Processing and Management of Uncertainty in Knowledge-Based Systems
    • Editor(s):
    • In:
      Proceedings Information Processing and Management of Uncertainty in Knowledge-Based Systems
    • Year:
      2004
  • Year:
    2004

Abstract:


As a representative of ontology languages, DAML+OIL is well-suited for describing objects and their properties. We show that real-life problems require uncertain facts and general rules, which are not supported by DAML+OIL. We extend DAML+OIL accordingly while preserving as much of the original semantics as possible, by mapping DAML+OIL models onto probabilistic Datalog.

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