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基于改进差别矩阵的增量式属性约简算法

冯少荣 张东站

深圳大学学报(理工版)2012,Vol.29Issue(5):405-411,7.
深圳大学学报(理工版)2012,Vol.29Issue(5):405-411,7.DOI:10.3724/SP.J.1249.2012.05405

基于改进差别矩阵的增量式属性约简算法

Increment algorithm for attribute reduction based on improvement of discernibility matrix

冯少荣 1张东站1

作者信息

  • 1. 厦门大学信息科学与技术学院,福建厦门361005
  • 折叠

摘要

Abstract

An incremental updating algorithm for computing core based on an improved discernibility matrix defi-nition is proposed to improve the efficiency of computing attribute core and attribute reduction in rough sets. This new algorithm is mainly used to solve core updating when objects are dynamically increased. The purpose of this said algorithm is to decrease the complexity of time and space on the existing incremental attribute reduction algo-rithm.The discernibility matrix is not necessarry to be stored and therefore the attribute reduction is updated when objects are dynamically increased. Theoretical analysis and experimental results have shown that this new algorithm is feasible and effective.

关键词

粗糙集理论/属性约简/差别矩阵/属性核/决策表/动态更新/增量式算法/知识约简/时间复杂性/空间复杂性

Key words

rough set theory/ attribute reduction/ discernibility matrix/ attribute core/ decision table/ dynamic updating/ Incremental algorithm/ knowledge reduction/ time complexity/ space complexity

分类

信息技术与安全科学

引用本文复制引用

冯少荣,张东站..基于改进差别矩阵的增量式属性约简算法[J].深圳大学学报(理工版),2012,29(5):405-411,7.

基金项目

国家自然科学基金资助项目(50604012) (50604012)

深圳大学学报(理工版)

OA北大核心CSTPCD

1000-2618

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