On the evaluation of uncertain courses of action

被引:46
作者
Yager R.R. [1 ]
机构
[1] Machine Intelligence Institute, Iona College, New Rochelle
关键词
Aggregation; Decision making; Possibility theory; Uncertainty;
D O I
10.1023/A:1013715523644
中图分类号
学科分类号
摘要
We consider the problem of decision making under uncertainty. The fuzzy measure is introduced as a general way of representing available information about the uncertainty. It is noted that generally in uncertain environments the problem of comparing alternative courses of action is difficult because of the multiplicity of possible outcomes for any action. One approach is to convert this multiplicity of possible of outcomes associated with an alternative into a single value using a valuation function. We describe various ways of providing a valuation function when the uncertainty is represented using a fuzzy measure. We then specialize these valuation functions to the cases of probabilistic and possibilistic uncertainty. © 2002 Kluwer Academic Publishers.
引用
收藏
页码:13 / 41
页数:28
相关论文
共 20 条
  • [1] Bernstein P.L., Against the Gods: The Remarkable Story of Risk, (1998)
  • [2] Haykin S., Neural Networks: A Comprehensive Foundation, (1994)
  • [3] Yager R.R., Filev D.P., Essentials of Fuzzy Modeling and Control, (1994)
  • [4] Mitchell T.M., Machine Learning, (1997)
  • [5] Zadeh L.A., Fuzzy logic = computing with words, IEEE Transactions on Fuzzy Systems, 4, pp. 103-111, (1996)
  • [6] Yager R.R., On ordered weighted averaging aggregation operators in multi-criteria decision making, IEEE Transactions on Systems, Man and Cybernetics, 18, pp. 183-190, (1988)
  • [7] O'Hagan M., Using maximum entropy-ordered weighted averaging to construct a fuzzy neuron, Proceedings 24th Annual IEEE Asilomar Conf. on Signals, pp. 618-623, (1990)
  • [8] Dyckhoff H., Pedrycz W., GENERALIZED MEANS AS MODEL OF COMPENSATIVE CONNECTIVES, Fuzzy Sets and Systems, 14, 2, pp. 143-154, (1984)
  • [9] Zadeh L.A., Fuzzy sets as a basis for a theory of possibility, Fuzzy Sets and Systems, 1, pp. 3-28, (1978)
  • [10] Sugeno M., Theory of Fuzzy Integrals and Its Application, (1974)