Computer Science ›› 2014, Vol. 41 ›› Issue (10): 286-290.doi: 10.11896/j.issn.1002-137X.2014.10.060

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New Applicable Condition of Dempster’s Combination Rule

CUI Jia-wei and LI Bi-cheng   

  • Online:2018-11-14 Published:2018-11-14

Abstract: Aiming at the opening issues that indicators are ambiguous and threshold setting is too subjective in using the classical conflict coefficient to determine the applicability of the Dempster’scombination rule in D-S evidence theory,a new applicable condition of the Dempster’s combination rule was proposed.Firstly,evidence conflict couldnot judge the application of the Dempster’s combination rule.Secondly,the reason of the unreasonable results of using the Dempster’s combination rule was analyzed.Thirdly,the condition was proposed.The results of the numerical examples and the comparison with the similar methods demonstrate that the proposed applicable condition is clear and simple,and provides a good applicable and reasonable indicator.

Key words: Evidence theory,Dempster’s combination rule,Evidence conflict

[1] Shafer G.A Mathematical Theory of Evidence[M].Princeton:Princeton University Press,1976
[2] 李弼程,黄洁,高世海,等.信息融合技术及其应用[M].北京:国防工业出版社,2010:8-10
[3] 江涛.基于D-S证据理论的信息融合算法[J].计算机科学,2013,0(11):120-124
[4] 梅莹,丁晓明.证据理论在软件需求工程中的应用研究[J].计算机科学,2012,9(11):237-239
[5] Xiao Z,Yang X L,Pang Y,et al.The prediction for listed companies’ financial distress by using multiple prediction methods with rough set and Dempster-Shafer evidence theory[J].Know-ledge-Based Systems,2012,6:196-206
[6] Zadeh L A.A simple view of the Dempster-Shafer theory of evidence and its implication for the rule of combination[J].AI Magazine,1986,2(7):85-90
[7] Florea M C,Jousselme A-L,Bossé ,et al.Robust combination rules for evidence theory[J].Information Fusion,2009,10(2):183-197
[8] Yager R R.On the Dempster.Shaler framework and new combination rules[J].Information Science,1990,1(2):93-137
[9] 李弼程,王波,魏俊.一种有效的证据理论合成公式[J].数据采集与处理,2002,7(1):33-36
[10] 李军伟,程咏梅,梁彦,等.基于局部冲突分配策略的DST算法研究[J].控制与决策,2010,5(10):1484-1488
[11] Jousselme A-L,Grenier D,Bosse E.A new distance between two bodies of evidence[J].Information Fusion,2001,2:91-101
[12] 熊彦铭,杨战平,屈新芬.基于模型修正的冲突证据组合新方法[J].控制与决策.2011,6(6):883-887
[13] Han De-qiang,Deng Yong,Han Chong-zhao,et al.Weighted evidence combination based on distance of evidence and uncertainty[J].Journal of Infrared and Millimeter Waves,2012,30(5):396-400
[14] Rolf H.Are Alternatives to Dempster’s rule of combination real alternative? Comments on "about the belief function combination and the conflict management problem"[J].Information Fusion,2002,3(3):237-239
[15] Liu W.Analyzing the degree of confiict among belief functions[J].Artificial Intelligence,2006,170:909-924
[16] 蒋雯,张安,邓勇.改进的二元组冲突表示方法[J].红外与激光工程,2009,8(5):936-940
[17] 蒋黎明,何加浪,张宏.D-S证据理论中一种新的冲突证据融合方法[J].计算机科学,2011,8(4):236-238
[18] 肖建于,童敏明,范祺,等.Dempster组合规则适用性分析[J].计算机工程,2013,0(2):249-252
[19] Karlsson A.Dependable and generic high-level information fu-sion-methods and algorithms for uncertainty management[R].Sweden:School of Humanities and Informatics,University of Skovde

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