Abstract:
Dominance-based rough set approach (DRSA) is an extension of classical rough set theory (RST). Approximation of class unions is a very important approach in DRSA. Aiming at the disadvantage of the classical method, this paper presents a new methodology for approximation of class unions based on dominance-matrix. It only needs to calculate the dominance-matrix and does not need to consider the preference relations one by one. Thus it greatly simplifies the process and decreases the computing complex by k times(where k is the number of the decision classes). Besides it is intuitive and efficient. The example illustrates its feasibility and efficiency.
Key words:
Rough set theory,
Dominance-based rough set approach (DRSA),
Approximation of class unions,
Dominance-matrix
摘要: 摘 要:DRSA(Dominance-based Rough Set Approach)是经典粗糙集理论在支配关系下的扩展,而类合集近似是DRSA中非常重要的概念与方法。传统的方法是利用原始的定义来求取类合集的上下近似,针对其计算复杂的缺点,该文提出了一种基于支配矩阵的类合集近似新方法,不仅将计算复杂度降到约1/k倍(k为决策类的个数),而且简捷直观。最后的实例证明了新方法的有效性及可行性。
关键词:
粗糙集理论,
DRSA,
类合集近似,
支配矩阵
LI Ming; ZHANG Baowei; ZHAO Li. A New Method for Approximation of Class Unions Based on Dominance-matrix Within DRSA[J]. Computer Engineering, 2006, 32(16): 100-102,.
李 明;张保威;赵 丽. DRSA中基于支配矩阵的类合集近似的新方法[J]. 计算机工程, 2006, 32(16): 100-102,.