Dominance-based fuzzy rough approach to an interval-valued decision system

被引:10
作者
Yang, Xibei [1 ,2 ]
Zhang, Ming [1 ,2 ]
机构
[1] Jiangsu Univ Sci & Technol, Sch Comp Sci & Engn, Zhenjiang 212003, Peoples R China
[2] Nanjing Univ Sci & Technol, Sch Comp Sci & Technol, Nanjing 210094, Peoples R China
来源
FRONTIERS OF COMPUTER SCIENCE IN CHINA | 2011年 / 5卷 / 02期
基金
中国国家自然科学基金;
关键词
certainty factor; decision rule; dominance relation; interval-valued information system; interval-valued decision system; fuzzy rough approximation; APPROXIMATION; SETS; RULES;
D O I
10.1007/s11704-011-0331-4
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Though the dominance-based rough set approach has been applied to interval-valued information systems for knowledge discovery, the traditional dominance relation cannot be used to describe the degree of dominance principle in terms of pairs of objects. In this paper, a ranking method of interval-valued data is used to describe the degree of dominance in the interval-valued information system. Therefore, the fuzzy rough technique is employed to construct the rough approximations of upward and downward unions of decision classes, from which one can induce at least and at most decision rules with certainty factors from the interval-valued decision system. Some numerical examples are employed to substantiate the conceptual arguments.
引用
收藏
页码:195 / 204
页数:10
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