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
  • [11] Sugeno M., Fuzzy measures and fuzzy integrals: A survey, Fuzzy Automata and Decision Process, pp. 89-102, (1977)
  • [12] Dubois D., Prade H., Possibility Theory: An Approach to Computerized Processing of Uncertainty, (1988)
  • [13] Zadeh L.A., A theory of approximate reasoning, Machine Intelligence, 9, pp. 149-194, (1979)
  • [14] Yager R.R., On the entropy of fuzzy measures, IEEE Transactions on Fuzzy Sets and Systems, 8, pp. 453-461, (2000)
  • [15] Murofushi T., A technique for reading fuzzy measures (i): The Shapely value with respect to a fuzzy measure, Proceedings Second Fuzzy Workshop, Nagaoka, Japan (In Japanese), pp. 39-48, (1992)
  • [16] Grabisch M., Alternative representations of OWA operators, The Ordered Weighted Averaging Operators: Theory and Applications, pp. 73-85, (1977)
  • [17] Choquet G., Theory of Capacities, Annales de L'Institut Fourier, 5, pp. 131-295, (1953)
  • [18] Denneberg D., Non-Additive Measure and Integral, (1994)
  • [19] Grabisch M., Fuzzy measures and integrals: A survey of applications and recent issues, Fuzzy Information Engineering: A Guided Tour of Applications, pp. 507-529, (1977)
  • [20] Dubois D., Prade H., Possibility theory as a basis for qualitative decision theory, Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), Montreal, pp. 1924-1930, (1995)