期刊文献+

一种新的证据组合规则 被引量:57

A New Combination Rule of Evidence
下载PDF
导出
摘要 通过对证据组合问题进行深入的理论分析,提出一种新的基于局部冲突、局部分配和一致性部分进行合取规则的证据组合方法,同时利用证据的可信度来修正证据结构.在确定证据的可信度时,给出一种通用的计算模型.与很多改进的组合方法相比,该方法不仅适用于冲突情况,而且也适用于证据间比较一致的情况.数值仿真表明,所提出方法能加快收敛速度,同时降低决策风险. Based on thorough theoretic analysis on the problem of evidential combination, a new combination rule was proposed by distributing local conflict to local focal elements and conjunctively operating on the coincident basic belief assignments. The reliability of evidence, computed by a new generic model, is used to correct the belief functions. Compared with the existing combination rules, the newly proposed rule is applied to both cases of conflicting and coincidence. And the numerical simulation shows that the rule can accelerate convergence and reduce the decision risk.
出处 《上海交通大学学报》 EI CAS CSCD 北大核心 2006年第11期1895-1900,共6页 Journal of Shanghai Jiaotong University
基金 国家自然科学基金(30400067) 上海市自然科学基金(03ZR14065) 中国博士后基金(200436273) 国防重点实验室基金(51476040105JW0301 51476040103JW13) 图像处理与智能控制教育部重点实验室基金(TKLJ0410) 航空支撑基金(2004-JD-4)资助项目
关键词 证据理论 组合规则 冲突 可信度 evidence theory combination rule conflict reliability
  • 相关文献

参考文献16

  • 1Shafer G.A mathematical theory of evidence[M].Princeton,NJ:Princeton Univ Press,1976.
  • 2Smets P,Kennes R.The transferable belief model[J].Artificial Intelligence,1994,66:191-243.
  • 3Lefevre E,Colot O,Vannoorenberghe P.Belief functions combination and conflict management[J].Information Fusion,2002,3(2):149-162.
  • 4Yager R R.On the Dempster-Shafer framework and new combination rules[J].Information Science,1989,41(2):93-137.
  • 5Haenni R.Are alternative to Dempster's rule of combination real alternative? Comments on "About the belief function combination and the conflict management problem"-Lefevre et al[J].Information Fusion,2002,3(3):237-239.
  • 6何兵,胡红丽.一种分级的DS证据合成策略[J].计算机工程与应用,2004,40(10):88-90. 被引量:6
  • 7林作铨,牟克典,韩庆.基于未知扰动的冲突证据合成方法[J].软件学报,2004,15(8):1150-1156. 被引量:27
  • 8何兵,胡红丽.一种修正的DS证据融合策略[J].航空学报,2003,24(6):559-562. 被引量:20
  • 9Murphy K.Combing belief functions when evidence conflicts[J].Decision Support System,2000,29:1-9.
  • 10Ferson S,Kreinovich V.Representation,propagation,and aggregation of uncertainty[R].New Mexico,USA:SANDIA National Laboratories,2002.

二级参考文献70

  • 1肖人彬,王雪.相关证据合成方法的研究[J].模式识别与人工智能,1993,6(3):227-234. 被引量:30
  • 2[1]Ronald R.Yager.On the dempster-shafer framework and new combination rules[J].Information Sciences,1987,41:93-137.
  • 3[2]G.Shafer.A mathematical theory of evidence[M].Princeton U.P.,Princeton,1976.
  • 4[3]A.P.Dempster.Upper and lower probabilities induced by a multi-valued mapping[J].Ann.Math.Statist.1967,38:325-339.
  • 5[1]James Llinas, Edward Waltz. Multisensor data fusion[M]. London: Arttch House Boston, 1990.
  • 6[2]David L Hall. Mathematical techniques in multisensor data fusion[M]. London: Arttch House Boston, 1992.
  • 7[3]Dempster A P. Upper and lower probabilities induced by a multivalued mapping[J]. Annals of Mathematical Statistics. 1967, 38(2):325~339.
  • 8[4]Dempster A P. A generalization of Bayesian inference[J]. Journal of the Royal Statistical Society. Series B 1968, 30:205~247.
  • 9[5]Shafer G. A mathematical theory of evidence[M]. Princeton, New Jersey: Princeton University Press, 1976.
  • 10[6]Frans Voorbraak. On the justification of Dempster's rule of combination[J]. Artificial Intelligence, 1991(48):171~197.

共引文献514

同被引文献541

引证文献57

二级引证文献615

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