基于0-1分辨矩阵的启发式属性约简  被引量:2

Heuristic attribute reduction based on 0-1 discernibility matrix

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作  者:李华雄[1] 周献中[1,2] 

机构地区:[1]南京大学工程管理学院,江苏南京210093 [2]南京大学计算机软件新技术国家重点实验室,江苏南京210093

出  处:《中南大学学报(自然科学版)》2009年第S1期304-308,共5页Journal of Central South University:Science and Technology

基  金:国家自然科学基金资助项目(70571032)

摘  要:提出属性0-1分辨矩阵概念,分析其有关特性,将属性约简问题转化为0-1矩阵覆盖问题,并通过理论证明0-1矩阵覆盖问题与属性约简的关系。通过定义属性0-1矩阵覆盖重要度给出一种启发式属性约简方法,分析其时间复杂度,并通过实例说明该方法的有效性。A 0-1 discernibility matrix associated with attribute was proposed, and the characteristic of 0-1 matrix was investigated. The problem of constructing reduct was converted to the matrix cover problem. The relationship between attribute reduction and matrix covering was investigated theoretically. A heuristic reduction based on 0-1 matrix was presented and the complexity of the algorithm was analyzed. An example was presented to illustrate the algorithm and its validity.

关 键 词:分辨矩阵 启发式 属性约简 粗糙集 

分 类 号:TP18[自动化与计算机技术—控制理论与控制工程]

 

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