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
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