Title
Comparison Study on Different Core Attributes
Abstract
How to find the core attributes is important for attribute reduction based on rough set. However, there are few literatures discussing this topic, and most existing works are mainly based on Hu’s discernibility matrix. Till now, there are three kinds of core attributes: Hu’s core based on discernibility matrix (denoted by Core1(C)), core based on positive region (denoted by Core2(C)), and core based on information entropy (denoted by Core3(C)). Some researchers have been pointed out that these three kinds of cores are not equivalent to each other. Based on the above three kinds of core attributes, we at first propose three kinds of simplified discernibility matrices and their corresponding cores, which are denoted by SDCore1(C), SDCore2(C), and SDCore3(C) respectively. And then it is proved that Core1(C)=SDCore1(C), Core2(C)=SDCore2(C), and Core3(C)=SDCore3(C). Finally, based on three proposed simplified discernibility matrices and their corresponding cores, it is proved that Core2(C) ⊆ Core3(C) ⊆ Core1(C).
Year
DOI
Venue
2007
10.1007/978-3-540-71441-5_75
International Conference of Fuzzy Information and Engineering
Keywords
DocType
Volume
Rough set,Core,Simplified discernibility matrix,Information entropy,Skowron’s discernibility matrix,Positive region
Conference
7
Issue
ISSN
Citations 
4
18600794
0
PageRank 
References 
Authors
0.34
4
4
Name
Order
Citations
PageRank
Bingru Yang118626.67
Zhangyan Xu29710.84
Wei Song325644.41
Jing Gao400.34