Characterization and algorithm of decision system's core based discernibility matrix

Ming-Fen Wu, Ting-Liang Wang
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引用次数: 1

Abstract

Calculating the core of a decision information system is the start of information reduction and a key step of decision rule making. In this paper, we analyze essential characters of core attributes of decision information system according to rough set theory. Then researching the relationship between discernibility matrix' single attribute element and a core attribute. As algorithms, which were given out by Skowron and Zhang, has highly computing complicacy for calculating the core of decision system based on discernibility matrix. This paper gives out an improved algorithm, and proves it to be right. The simulation experiments shows that the new algorithm's calculating work will be reduced according to the proportion of inconsistent objects has risen.
基于可分辨矩阵的决策系统核心的表征与算法
计算决策信息系统的核心是信息约简的开始,是决策规则制定的关键步骤。本文根据粗糙集理论,分析了决策信息系统核心属性的基本特征。然后研究了差别矩阵的单属性元素与核心属性之间的关系。由于Skowron和Zhang提出的基于差别矩阵的决策系统核心计算算法计算复杂度高。本文给出了一种改进算法,并对其正确性进行了验证。仿真实验表明,随着不一致目标比例的提高,新算法的计算量有所减少。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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