Fuzzy rough set model for set-valued data

被引:63
作者
Dai, Jianhua [1 ]
Tian, Haowei [1 ]
机构
[1] Zhejiang Univ, Coll Comp Sci, Hangzhou 310027, Peoples R China
基金
中国国家自然科学基金;
关键词
Set-valued data; Fuzzy rough set model; Discernibility matrix; Discernibility function; Attribute reduction; SYSTEMS;
D O I
10.1016/j.fss.2013.03.005
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In many practical situations, some of the attribute values for an object may be set-valued. The existing crisp rough set model for set-valued information systems is based on a tolerance relation that examines whether two set values have a non-empty intersection. Some information in the data will be lost according to the tolerance relation. Here we define a fuzzy relation and construct a fuzzy rough set model for set-valued information systems. The concepts of reduct, core, discernibility matrix and discernibility function for set-valued information systems, and relative reduct, core, discernibility matrix and discernibility function for set-valued decision systems are defined and examined. Attribute reduction in set-valued information systems based on discernibility matrices and functions are investigated. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:54 / 68
页数:15
相关论文
共 37 条
[31]   Selecting informative features with fuzzy-rough sets and its application for complex systems monitoring [J].
Shen, Q ;
Jensen, R .
PATTERN RECOGNITION, 2004, 37 (07) :1351-1363
[32]   EXTRACTING LAWS FROM DECISION TABLES - A ROUGH SET APPROACH [J].
SKOWRON, A .
COMPUTATIONAL INTELLIGENCE, 1995, 11 (02) :371-388
[33]   Mining stock price using fuzzy rough set system [J].
Wang, YF .
EXPERT SYSTEMS WITH APPLICATIONS, 2003, 24 (01) :13-23
[34]  
Yao Y.Y., 1994, P 3 INT WORKSH ROUGH, P10
[35]  
Yao YY, 2001, INT J INTELL SYST, V16, P87, DOI 10.1002/1098-111X(200101)16:1<87::AID-INT7>3.0.CO
[36]  
2-S
[37]   FUZZY SETS [J].
ZADEH, LA .
INFORMATION AND CONTROL, 1965, 8 (03) :338-&