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基于布尔差别矩阵逻辑运算的属性约简
引用本文:杨传健,葛浩,李龙澍.基于布尔差别矩阵逻辑运算的属性约简[J].四川大学学报(工程科学版),2012,44(2):76-82.
作者姓名:杨传健  葛浩  李龙澍
作者单位:1. 滁州学院计算机与信息工程学院,安徽滁州,239012
2. 滁州学院机械与电子工程学院,安徽滁州,239012
3. 安徽大学计算机科学与技术学院,安徽合肥,230039
基金项目:安徽省自然科学基金(No.090412054)
摘    要:针对差别矩阵属性约简存在的不足,首先将决策表简化,并引入布尔差别矩阵定义及其逻辑运算方法;然后给出基于布尔差别矩阵核属性和属性约简的定义,同时证明了该核属性和属性约简与正区域的核属性和属性约简是等价的;接着,设计基于属性布尔差别矩阵逻辑运算的属性约简算法,算法的时间和空间复杂度均为O(|C||U/C|2)。最后,通过实例和实验验证本文算法的正确性和高效性。

关 键 词:粗糙集  布尔差别矩阵  属性约简  核属性
收稿时间:8/1/2011 12:21:51 AM
修稿时间:2011/10/20 0:00:00

Attribute Reduction Based on Logical Operation of Boolean Discernibility Matrix
Yang Chuanjian,Ge Hao and Li Longshu.Attribute Reduction Based on Logical Operation of Boolean Discernibility Matrix[J].Journal of Sichuan University (Engineering Science Edition),2012,44(2):76-82.
Authors:Yang Chuanjian  Ge Hao and Li Longshu
Affiliation:School of Computer and Info. Eng.,Chuzhou Univ.;School of Mechanical and Electronic Eng.,Chuzhou Univ.;School of Computer Sci. and Technol.,Anhui Univ.
Abstract:In order to solve the shortcomings of computing attribute reduction based on discernibility matrix, firstly, the decision tables is simplified, and the definition of bloolean discernibility matrix and the method of logical operation based on boolean discernibility matrix are provided. Secondly, the corresponding definitions of core attributes and attribute reduction based on boolean discernibility matrix are put forward. It is proved that core attributes and attribute reduction acquired from the definitions are equivalent to the core attributes and attribute reduction based on positive region. And then, the algorithm for computing attribute reduction based on logical operation of boolean discernibility matrix is designed, and its time and space complexity are all O(|C||U/C|2). Finally, the example and experiments are used to explain the feasibility and effectiveness of the method.
Keywords:rough set  boolean discernibility matrix  attribute reduction  core attribute
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