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决策粗糙集属性约简:一种局部视角方法

王宇 杨志荣 杨习贝

南京理工大学学报(自然科学版)2016,Vol.40Issue(4):444-449,6.
南京理工大学学报(自然科学版)2016,Vol.40Issue(4):444-449,6.DOI:10.14177/j.cnki.32-1397n.2016.40.04.011

决策粗糙集属性约简:一种局部视角方法

Local attribute reduction approach based on decision-theoretic rough set

王宇 1杨志荣 1杨习贝1

作者信息

  • 1. 江苏科技大学 计算机科学与工程学院,江苏 镇江212003
  • 折叠

摘要

Abstract

Compared with classical rough sets,the decision-theoretic rough set model takes cost into account,which brings new challenges for solving attribute reduction in rough set. Some attribute reduction methods of decision-theoretic rough set have been put forward. However,the standards of these methods are based on all decision classes. It is too stringent for some condition. To solve this problem,from a local perspective,the idea Local attribute reduction is proposed. The experimental results based on the heuristic algorithm show that compared with the reduction based on all decision classes,Local attribute reduction can generate more positive domain rules and reduce the number of attributes.

关键词

属性约简/代价/启发式算法/Local约简/单调性准则/正域规则/决策粗糙集

Key words

attribute reduction/cost/heuristic algorithm/Local attribute reduction/monotonic criterion/positive domain rule/decision-theoretic rough set

分类

信息技术与安全科学

引用本文复制引用

王宇,杨志荣,杨习贝..决策粗糙集属性约简:一种局部视角方法[J].南京理工大学学报(自然科学版),2016,40(4):444-449,6.

基金项目

国家自然科学基金(61572242,61272419,61305058,61373062) (61572242,61272419,61305058,61373062)

江苏省青蓝工程人才项目 ()

中国博士后科学基金(2014M550293) (2014M550293)

南京理工大学学报(自然科学版)

OA北大核心CSCDCSTPCD

1005-9830

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