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Reasoning in Circumscriptive Description Logics

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Title: Reasoning in Circumscriptive Description Logics


1
Reasoning in Circumscriptive Description Logics
  • Stephan Grimm
  • FZI Research Center for Information
    Technologies

2
Outline
  • NMR with Circumscriptive Description Logic
  • Semantics of Circumscriptive DL
  • Tableaux for Circumscriptive DL
  • Outlook

3
NMR in Circumscriptive Description Logic
  • Circumscribed DL knowledge bases
  • explicit minimisation of concept extensions

4
Semantics of Circumscriptive DL
  • Preference relation ltCP on Interpretations I
    (?I,? I)
  • models of circCP(KB) are ltCP-minimal models of
    KB,i.e. the preferred models of KB w.r.t. CP.

5
Reasoning with Circumscribed KBs
  • Reasoning tasks in circumscriptive DL
  • defined with respect to models of circCP(KB)
  • Concept Satisfiability
  • A concept C is satisfiable w.r.t.
    circCP(KB)if some model of circCP(KB)
    satisfies CI ? ?
  • Subsumption
  • C ? D holds w.r.t. circCP(KB) if CI ? DI
    holdsfor all models I of circCP(KB)
  • Entailment
  • circCP(KB) ? C(a) holds if a ? CI holdsfor
    all models I of circCP(KB)

6
DL Tableaux and Preference Clashes
KB EUCity ? ?cur.Euro ? AbEUCity ,
EUCity(Berlin)
  • tableaux algorithm constructs a model for KB
  • tableaux branches represent (potential) models of
    KB
  • clashes represent contradictions in KB
  • eliminate non-preferred models by introducing
    additional preference clashes
  • preference clashes indicate non-minimality

KB ? ?cur.Euro(Berlin) ?
7
Preference Clash Detection
  • collect positive assertions to minimised concepts
  • freeze extensions of minimised concepts KB
    KB ? AbEUCity ? Berlin
  • ensure minimalitycondition in KB
  • KB ? (? AbEUCity ? Berlin) (?)
    new individual ?
  • test KB for consistency KB is consistent
    ? B has a preference clash

8
Conclusion
  • Summary
  • Circumscriptive DL accounts for NMR
  • Reasoning procedure extending classical DL
    tableaux by preference clashes
  • Outlook
  • Tableaux for circumscriptive ALCIOcurrently
    submitted work
  • Extension to OWL as future step
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