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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 |
引用统计 | |
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 |
推荐引用方式 GB/T 7714 | 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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