Title :
Processing fuzzy temporal knowledge
Author :
Dubois, Didier ; Prade, Henri
Author_Institution :
Lab. Langages et Syst. Inf., Univ. Paul Sabatier, Toulouse, France
Abstract :
L.A. Zadeh´s (1975) possibility theory is used as a general framework for modeling temporal knowledge pervaded with imprecision or uncertainty. Ill-known dates, time intervals with fuzzy boundaries, fuzzy durations, and uncertain precedence relations between events can be dealt with in this approach. An explicit representation (in terms of possibility distributions) of the available information, which may be neither precise nor certain, is maintained. Deductive patterns of reasoning involving fuzzy and/or uncertain temporal knowledge are established, and the combination of fuzzy partial pieces of information is considered. A scheduled example with fuzzy temporal windows is discussed
Keywords :
artificial intelligence; fuzzy logic; fuzzy set theory; artificial intelligence; deductive reasoning patterns; fuzzy durations; fuzzy logic; fuzzy set theory; fuzzy temporal knowledge; fuzzy temporal windows; imprecision; possibility theory; scheduled; uncertain precedence relations; uncertainty; Artificial intelligence; Fuzzy reasoning; Fuzzy sets; Knowledge management; Natural languages; Possibility theory; Scheduling; Stochastic processes; Uncertainty; Utility theory;
Journal_Title :
Systems, Man and Cybernetics, IEEE Transactions on