期刊文献+

网络安全态势感知中D-S证据理论冲突证据的修正研究 被引量:2

Research on Revising Conflict Evidence of D-S Evidence Theory in Network Security Situation Awareness
下载PDF
导出
摘要 D-S证据理论是不确定推理的一种重要方法,在许多方面都得到了广泛的应用。针对D-S证据理论在网络安全态势感知的数据融合过程中的应用,就多源数据的证据组合结果与直觉相悖的问题进行深入研究,提出了一种新的解决方案。该方案通过支持度的思想对冲突证据源进行修正以达到解决证据冲突的目的。最后,以网络安全态势感知环境为背景进行数值算例,证明了所提方法的可行性。 D-S evidence theory is a kind of important uncertainty reasoning methods,has been widely used in many ways.The paper mainly studied application of D-S evidence in the data integration process of network security awareness.And researching contradictions between combination results of multi-source evidence and intuition,it put forward a new solution.The scheme revises the origin of conflict evidence through using the support ideas in order to solve the conflict of evidence.Finally,through a numerical example in the network security situational awareness environment,it proved the feasibility of this method.
出处 《计算机科学》 CSCD 北大核心 2015年第7期200-203,共4页 Computer Science
基金 信息保障技术重点实验室开放基金(KJ-14-106) 无线传感器网络异常检测及异常数据重构关键技术研究(61303074)资助
关键词 D-S证据理论 数据融合 态势感知 证据冲突 D-S evidence theory Data fusion Situation awareness Evidence conflict
  • 相关文献

参考文献6

二级参考文献72

  • 1潘泉,于昕,程咏梅,张洪才.信息融合理论的基本方法与进展[J].自动化学报,2003,29(4):599-615. 被引量:181
  • 2李剑峰,乐光新,尚勇.基于改进型D—S证据理论的决策层融合滤波算法[J].电子学报,2004,32(7):1160-1164. 被引量:23
  • 3陈天璐,阙沛文.信息融合多传感器可信度的确定方法及应用[J].测试技术学报,2005,19(1):61-64. 被引量:14
  • 4梁昌勇,陈增明,黄永青,童建军.Dempster-Shafer合成法则悖论的一种消除方法[J].系统工程理论与实践,2005,25(3):7-12. 被引量:20
  • 5Dempster A P. A generalization of Bayesian inference [J]. Journal of the Royal Statistical Society, Series B. 1968, 30: 205 - 247.
  • 6Lefevre E, Colot O, Vannoorenberghe P. Belief functions combination and conflict management [J]. Information Fusion, 2002, 3(3): 149-162.
  • 7Haenni R. Are alternatives to Dempster's rule of combination real alternatives? Comments on "About the belief function combination and the conflict management problem" [J]. Info Fusion, 2002, 3(4) : 237 - 239.
  • 8GUAN Xin, YI Xiao, HE You. An improved Dempster-Shafer algorithm for resolving the conflicting evidences [J]. Int J Info Tech, 2005, 11(12) : 68 - 75.
  • 9Shafer G. A Mathematical Theory of Evidence[M]. Princeton: Princeton University Press, 1976.
  • 10Dubios D, Prade H. A survey of belief revision and updating rules in various uncertainty models[J].International Journal of Intelligent Systems, 1994(9): 61-100.

共引文献304

同被引文献27

引证文献2

二级引证文献4

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