Solving influence diagrams with fuzzy chance and value nodes

被引:17
作者
Rodríguez-Muñiz, LJ [1 ]
López-Díaz, M [1 ]
Gil, MA [1 ]
机构
[1] Univ Oviedo, Fac Ciencias, Dept Estadist & IO & DM, E-33071 Oviedo, Spain
关键词
fuzzy sets; decision support systems; uncertainty modelling;
D O I
10.1016/j.ejor.2004.02.021
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
In this paper we discuss how influence diagrams are affected by the presence of fuzziness in chance and value nodes. In this way, by modelling fuzzy-valued random variables and utilities in terms of fuzzy random variables, we analyze the statistical rules corresponding to the affected value-preserving transformations, namely: chance node removal and decision node removal. Some supporting results on fuzzy random variables introduced in this paper will provide us with the required mathematical tool to formalize the new statistical rules. Finally, an example is included to illustrate the study in the paper. (c) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:444 / 460
页数:17
相关论文
共 30 条
[1]  
[Anonymous], NATUR SCI REP OCHANO
[2]  
[Anonymous], 1968, Probability
[3]  
ASH RB, 1972, REAL ANAL PROBABILTI
[4]   INTEGRALS OF SET-VALUED FUNCTIONS [J].
AUMANN, RJ .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 1965, 12 (01) :1-&
[5]  
BIELZA C, 1996, THESIS U POLITECNICA
[6]  
BILLINGSLEY P, 1979, PROBABILTIY MEASURE
[7]   A DE[0,1] representation of random upper semicontinuos functions [J].
Colubi, A ;
Domínguez-Menchero, JS ;
López-Díaz, M ;
Ralescu, D .
PROCEEDINGS OF THE AMERICAN MATHEMATICAL SOCIETY, 2002, 130 (11) :3237-3242
[8]  
Debreu G., 1967, Proceedings of the Fifth Berkeley Symposium on Mathematical Statistics and Probability, V2, pp. 351
[9]   Fundamentals and Bayesian analyses of decision problems with fuzzy-valued utilities [J].
Gil, MA ;
LopezDiaz, M .
INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 1996, 15 (03) :203-224
[10]  
Howard R.A., 1981, PRINCIPLES APPL DECI, P719