Interpretations of belief functions in the theory of rough sets

被引:95
作者
Yao, YY [1 ]
Lingras, PJ
机构
[1] Lakehead Univ, Dept Comp Sci, Thunder Bay, ON P7B 5E1, CANADA
[2] Algoma Univ Coll, Dept Comp Sci, Sault St Marie, ON P6A 2G4, CANADA
关键词
D O I
10.1016/S0020-0255(97)00076-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper reviews and examines interpretations of belief functions in the theory of rough sets with finite universe. The concept of standard rough set algebras is generalized in two directions. One is based on the use of nonequivalence relations. The other is based on relations over two universes, which leads to the notion of interval algebras. Pawlak rough set algebras may be used to interpret belief functions whose focal elements form a partition of the universe. Generalized rough set algebras using nonequivalence relations may be used to interpret belief functions which have less than \U\ focal elements, where \U\ is the cardinality of the universe U on which belief functions are defined. Interval algebras may be used to interpret any belief functions. (C) Elsevier Science Inc. 1998.
引用
收藏
页码:81 / 106
页数:26
相关论文
共 33 条
[1]  
[Anonymous], 1989, METHODOLOGIES INTELL
[2]  
[Anonymous], 1980, Modal Logic: An Introduction, DOI DOI 10.1017/CBO9780511621192
[3]  
[Anonymous], 1994, Advances in the Dempster-Shafer Theory of Evidence
[4]  
DASILVA FC, 1990, P UNC ART INT 90 GE, P378
[5]   UPPER AND LOWER PROBABILITIES INDUCED BY A MULTIVALUED MAPPING [J].
DEMPSTER, AP .
ANNALS OF MATHEMATICAL STATISTICS, 1967, 38 (02) :325-&
[6]   ROUGH FUZZY-SETS AND FUZZY ROUGH SETS [J].
DUBOIS, D ;
PRADE, H .
INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 1990, 17 (2-3) :191-209
[7]  
Fagin R., 1991, Computational Intelligence, V7, P160, DOI 10.1111/j.1467-8640.1991.tb00391.x
[8]  
GRZYMALABUSSE JW, 1987, UNPUB ROUGH SET DEMP
[9]   ON MODAL LOGIC INTERPRETATION OF DEMPSTER-SHAFER THEORY OF EVIDENCE [J].
HARMANEC, D ;
KLIR, GJ ;
RESCONI, G .
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, 1994, 9 (10) :941-951
[10]  
KLIR GJ, 1994, ADV FUZZY THEORY TEC, P3