• DocumentCode
    1206448
  • Title

    Efficient Algorithms for Fuzzy Qualitative Temporal Reasoning

  • Author

    Schockaert, Steven ; Cock, Martine De

  • Author_Institution
    Dept. of Appl. Math. & Comput. Sci., Ghent Univ., Ghent, Belgium
  • Volume
    17
  • Issue
    4
  • fYear
    2009
  • Firstpage
    794
  • Lastpage
    808
  • Abstract
    Fuzzy qualitative temporal relations have been proposed to reason about events whose temporal boundaries are ill defined. Although the corresponding reasoning tasks are in the same complexity class as their crisp counterparts, in practice, the scalability of fuzzy temporal reasoners may be insufficient for applications that require a high expressivity and deal with a large number of events. On the other hand, transitivity rules can be used to make sound but incomplete inferences in polynomial time, utilizing a variant of Allen´s path-consistency algorithm. The aim of this paper is to investigate how this polynomial time algorithm can be improved without altering its time complexity. To this end, we establish a characterization of 2-consistency of fuzzy temporal relations and provide transitivity rules that are significantly stronger than those resulting from straightforwardly generalizing transitivity rules for crisp temporal relations. We furthermore provide experimental evidence for the effectiveness of our improved algorithm.
  • Keywords
    computational complexity; fuzzy reasoning; fuzzy set theory; temporal reasoning; Allen path-consistency algorithm; complexity class; fuzzy qualitative temporal reasoning; polynomial time algorithm; temporal boundary; time complexity; transitivity rule; Fuzzy Relations; Fuzzy relations; Qualitative Reasoning; Temporal Reasoning; qualitative reasoning; temporal reasoning;
  • fLanguage
    English
  • Journal_Title
    Fuzzy Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1063-6706
  • Type

    jour

  • DOI
    10.1109/TFUZZ.2008.924333
  • Filename
    4505347