期刊文献+

图支配集问题的粗糙集属性约简方法 被引量:7

An Attribute Reduction Method Based on Rough Sets for Dominating Sets of Graph
下载PDF
导出
摘要 探讨粗糙集的属性约简和图的支配集问题之间的联系.通过构造信息系统,将粗糙集的属性约简问题与图的支配集问题相联系,从而把图的支配集问题转化为粗糙集的属性约简问题.首先证明图的极小支配集恰是其构造的信息系统的属性约简,然后提出一种基于信息熵的最小支配集算法,最后通过实例验证该算法的可行性和有效性. The relationship between attribute reduction problem in rough sets and dominating set problem in graph is discussed. By constructing an information system, the attribute reduction problem in rough sets is associated with the dominating set problem in graph, so as to transformed the dominating set problem into the attribute reduction problem. Firstly, it is proved that the minimal dominating set of a graph is exactly the attribute reduction of the constructed information system. Then, a minimum dominating set algorithm based on information entropy is proposed. Finally, A practical example illustrates the feasibility and efficiency of the proposed algorithm.
出处 《模式识别与人工智能》 EI CSCD 北大核心 2015年第6期507-512,共6页 Pattern Recognition and Artificial Intelligence
基金 国家自然科学基金项目(No.61379021 11301367 11061004)资助
关键词 粗糙集 信息系统 属性约简 支配集 信息熵 Rough Set Information System Attribute Reduction Graph Dominating Set Information Entropy
  • 相关文献

参考文献15

  • 1Pawlak Z. Rough Sets. International Journal of Computer and Infor-mation Sciences, 1982,11(5) : 341 -356.
  • 2Haynes T W,Hedetniemi S T, Slater P J. Fundamentals of Domina-tion in Graphs. New York,USA: Marcel Dfekker, 1998.
  • 3李进金.覆盖广义粗集理论中的拓扑学方法[J].模式识别与人工智能,2004,17(1):7-10. 被引量:48
  • 4Liu J N K, Hua Y X,He Y L- A Set Covering Based Approach toFind the Reduct of Variable Precision Rough Set. Information Scie-nces, 2014, 275: 83-100.
  • 5陈彩云,李治国.关于属性约简和集合覆盖问题的探讨[J].计算机工程与应用,2004,40(2):44-46. 被引量:18
  • 6Chen J K, Li J J. An Application of Rough Sets to Graph Theory.Information Sciences, 2012 , 201 : 114-127.
  • 7路纲,周明天,唐勇,吴振强,裘国永,袁柳.任意图支配集精确算法回顾[J].计算机学报,2010,33(6):1073-1087. 被引量:25
  • 8于洪,杨大春.基于蚁群优化的多个属性约简的求解方法[J].模式识别与人工智能,2011,24(2):176-184. 被引量:9
  • 9Liang J Y, Shi Z Z. The Information Entropy, Rough Entropy andKnowledge Granulation in Rough Set Theory. International Journal ofUncertainty, Fuzziness and Knowledge-Based Systems, 2004, 12(1): 37-46.
  • 10Qian Y H,Liang J Y, Pedrycz W,et al. Positive Approximation :An Accelerator for Attribute Reduction in Rough Set Theory. Artifi-cial Intelligence, 2010, 174(9/10) : 597-618.

二级参考文献81

  • 1梁霖,徐光华.基于克隆选择的粗糙集属性约简方法[J].西安交通大学学报,2005,39(11):1231-1235. 被引量:12
  • 2王珏,苗夺谦,周育健.关于Rough Set理论与应用的综述[J].模式识别与人工智能,1996,9(4):337-344. 被引量:264
  • 3苗夺谦.Rough Set理论及其在机器学习中的应用研究[博士学位论文].北京:中国科学院自动化研究所,1997..
  • 4王国胤.Rough集理论和知识获取[M].西安:西安交通大学出版社,2001..
  • 5Haynes T W, Hedetniemi S T, Slater P J. Fundamentals of Domination in Graphs. New York= Marcel I)ekker Inc., 1998.
  • 6Held M, Karp R M. A dynamic programming approach to sequencing problems. Journal of SIAM, 1962, 10(1) 196- 210.
  • 7Tarjan R, Trojanowski A. Finding a maximum independent set. SIAM JournalonComputing, 1977, 6(3): 537-546.
  • 8Claude Berge. The Theory of Graphs and Its Applications. New York: Methuen & Co. : John Wiley & Sons, 1962.
  • 9Ore O. Theory of Graphs. Providence: American Mathematical Society, 1962.
  • 10Cockayne E J, Hedetniemi S T. Towards a theory of domination in graphs. Networks, 1977, 7(3) : 247-261.

共引文献1049

同被引文献30

引证文献7

二级引证文献15

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部