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Reduction and Axiomization of Covering Generalized Rough Sets | |
William Zhu; Fei-Yue Wang | |
发表期刊 | Information Sciences |
2003 | |
卷号 | 152期号:-页码:217-230 |
摘要 |
This paper investigates some basic properties of covering generalized rough sets, and
their comparison with the corresponding ones of Pawlaks rough sets, a tool for data
mining. The focus here is on the concepts and conditions for two coverings to generate
the same covering lower approximation or the same covering upper approximation. The
concept of reducts of coverings is introduced and the procedure to find a reduct for a
covering is given. It has been proved that the reduct of a covering is the minimal
covering that generates the same covering lower approximation or the same covering
upper approximation, so this concept is also a technique to get rid of redundancy in
data mining. Furthermore, it has been shown that covering lower and upper approximations
determine each other. Finally, a set of axioms is constructed to characterize the
covering lower approximation operation. |
关键词 | Computing With Words Covering Covering Lower And Upper Approximations Fuzzy Sets Reduct Rough Sets |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/14571 |
专题 | 09年以前成果 |
通讯作者 | Fei-Yue Wang |
推荐引用方式 GB/T 7714 | William Zhu,Fei-Yue Wang. Reduction and Axiomization of Covering Generalized Rough Sets[J]. Information Sciences,2003,152(-):217-230. |
APA | William Zhu,&Fei-Yue Wang.(2003).Reduction and Axiomization of Covering Generalized Rough Sets.Information Sciences,152(-),217-230. |
MLA | William Zhu,et al."Reduction and Axiomization of Covering Generalized Rough Sets".Information Sciences 152.-(2003):217-230. |
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Reduction and Axiomi(133KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 |
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