Fuzzy sets as a basis for a theory of possibility

被引:637
作者
Zadeh, LA [1 ]
机构
[1] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Div Comp Sci, Berkeley, CA 94720 USA
[2] Univ Calif Berkeley, Elect Res Lab, Berkeley, CA 94720 USA
关键词
D O I
10.1016/S0165-0114(99)80004-9
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
The theory of possibility described ill this paper is related to the theory of fuzzy sets by defining the concept of a possibility distribution as a fuzzy restriction which acts as an elastic constraint on the values that may be assigned to a variable. More specifically, if I; is a fuzzy subset of a universe of discourse U = {u} which is characterized by its membership function mu(F), then a proposition of the form "X is F," where X is a variable taking values in U, induces a possibility distribution Pi(X) which equates the possibility of X taking the value u to mu(F)(u)-the compatibility of u with F. In this way, X becomes a fuzzy variable which is associated with the possibility distribution Pi(X) in much the same way as a random variable is associated with a probability distribution. In general, a variable may be associated both with a possibility distribution and a probability distribution, with the weak connection between the two ei;pressed as the possibility/probability consistency principle. A thesis advanced in this paper is that the imprecision that is intrinsic in natural languages is, in the main, possibilistic rather than probabilistic in nature. Thus, by employing the concept of a possibility distribution, a proposition, p, in a natural language may be translated into a procedure which computes the probability distribution of a set of attributes which are implied by p. Several types of conditional translation rules are discussed and, in particular, a translation rule for propositions of the form "X is I;is a-possible," where oc is a number in the interval [0, 1], is formulated and illustrated by examples.
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页码:9 / 34
页数:26
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