The fourth type of covering-based rough sets
Zhu, William1; Wang, Fei-Yue2
发表期刊INFORMATION SCIENCES
2012-10-15
卷号201期号:0页码:80-92
文章类型Article
摘要As a technique for granular computing, rough sets deal with the vagueness and granularity in information systems. Covering-based rough sets have been proposed to generalize this theory for wider application. Three types of covering-based rough sets have been studied for different situations. To make the theory more complete, this paper proposes a fourth type of covering-based rough sets. Compared with the existing ones, the new type shows its special characteristic in the interdependency between its lower and upper approximations. We carry out a systematical study of this new theory. First, we discuss basic properties such as normality, contraction, and monotone. Then we investigate the conditions for this type of covering-based rough sets to satisfy the properties of Pawlak's rough sets and study the interdependency between the lower and upper approximation operations. In addition, axiomatic systems for the lower and upper approximation operations are established. Lastly, we address the relationships between this type of covering-based rough sets and the three existing ones. (C) 2012 Elsevier Inc. All rights reserved.
关键词Rough Set Covering Granular Computing Fuzzy Set Computing With Words
WOS标题词Science & Technology ; Technology
关键词[WOS]INCOMPLETE INFORMATION-SYSTEMS ; APPROXIMATION OPERATORS ; FUZZY-SETS ; REDUCTION ; SELECTION ; CONFLICT
收录类别SCI
语种英语
WOS研究方向Computer Science
WOS类目Computer Science, Information Systems
WOS记录号WOS:000304335800007
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被引频次:80[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/3663
专题多模态人工智能系统全国重点实验室_平行智能技术与系统团队
通讯作者Zhu, William
作者单位1.Zhangzhou Normal Univ, Lab Granular Comp, Zhangzhou, Peoples R China
2.Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China
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Zhu, William,Wang, Fei-Yue. The fourth type of covering-based rough sets[J]. INFORMATION SCIENCES,2012,201(0):80-92.
APA Zhu, William,&Wang, Fei-Yue.(2012).The fourth type of covering-based rough sets.INFORMATION SCIENCES,201(0),80-92.
MLA Zhu, William,et al."The fourth type of covering-based rough sets".INFORMATION SCIENCES 201.0(2012):80-92.
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