面向多源信息冲突管理的自适应折扣系数生成  被引量:1

Eliciting Adaptive Discounting Coefficient for Multi-source Conflict Management

在线阅读下载全文

作  者:肖文[1] 王正友[1] 王耀德[2] 

机构地区:[1]江西财经大学信息管理学院,江西南昌330013 [2]江西财经大学国际学院,江西南昌330013

出  处:《小型微型计算机系统》2010年第12期2348-2351,共4页Journal of Chinese Computer Systems

基  金:国家自然科学基金项目(60963011)资助;全国教育科学"十一五"规划项目(ECA080292)资助;教育部人文社科规划项目(05JA630024;09YJA630055;09YJC630107)资助;江西省教育厅重点科技项目(GJJ09021)资助;江西省自然科学基金项目(2009GZS0022)资助;江西省社会科学"十一五"规划项目(08JY56)资助

摘  要:在应用证据理论融合多源信息时,信任函数冲突是面临的一个重要难题.基于闭世界假设,冲突的产生是由于信息源的误判或无知,对不可靠信息源采用折扣系数弱化其作用是一个解决途径,然而折扣系数生成是一个被忽略的问题.为此,本文提出一种基于证据可信度的自适应折扣系数生成方法,根据证据之间的相似性导出合理的证据可信度,并根据该可信度与提供证据的信息源可靠性共同生成折扣系数,信息源的可靠性通过后验对比进行更新.多个实例结果表明,该方法能对多信息源的一致或冲突证据进行有效合成,且合成结果与人们的直觉一致.Within the framework of evidence theory,conflicts between belief functions have been an intractable problem when fusing information provided by multi-sources.Based on the assumption of closed world,the appearance of conflicts stems from misjudgment or ignorance of sources.An alternative solution is applying "discounting coeffient" method to discount unreliable sources so as to weaken their effects.Nevertheless,the generation of discounting coeffient has often been neglected.Therefore,a method for eliciting adaptive discounting coeffient based on evidence credibility is presented in this paper.The rational credibility of evidences can be derived according to the similarity between evidences,and together with reliability of sources,adaptive discounting coeffients are then acquired.The reliability of sources can be updated later by comparison with posterior estimates.Several numerical examples illustrate that the proposed method can work efficiently with compatible or conflict evidences of multi-sources,and the results of combination are also consistent with people's intuition.

关 键 词:折扣系数 冲突管理 证据理论 信息融合 

分 类 号:TP311[自动化与计算机技术—计算机软件与理论]

 

参考文献:

正在载入数据...

 

二级参考文献:

正在载入数据...

 

耦合文献:

正在载入数据...

 

引证文献:

正在载入数据...

 

二级引证文献:

正在载入数据...

 

同被引文献:

正在载入数据...

 

相关期刊文献:

正在载入数据...

相关的主题
相关的作者对象
相关的机构对象