智能系统学报
智能繫統學報
지능계통학보
CAAI TRANSACTIONS ON INTELLIGENT SYSTEMS
2015年
2期
286-292
,共7页
胡文彬%潘祝山%纪兆辉
鬍文彬%潘祝山%紀兆輝
호문빈%반축산%기조휘
模式定义%模式分析%模式匹配%不确定性分析%数据不确定性度量%度量方法%决策分析%熵%集结评估方法
模式定義%模式分析%模式匹配%不確定性分析%數據不確定性度量%度量方法%決策分析%熵%集結評估方法
모식정의%모식분석%모식필배%불학정성분석%수거불학정성도량%도량방법%결책분석%적%집결평고방법
schema definition%schema analysis%schema matching%uncertainty analysis%measured data uncertain-ty%measurement method%decision analysis%entropy%aggregation estimation method
为了能够有效度量模式匹配的不确定性,提出了一个模式匹配不确定性的度量模型,根据不确定性因素间的关系提出了一个集结算子。使用全知熵度量语义匹配和属性匹配的不确定性,引入过程不确定性的度量方法度量匹配决策过程的不确定性。使用多因素集结算子判断各因素的影响程度,并可合成各度量结果。实验证明,所提模型和方法能够有效度量模式匹配的不确定性,且具有高效性和可扩展性。
為瞭能夠有效度量模式匹配的不確定性,提齣瞭一箇模式匹配不確定性的度量模型,根據不確定性因素間的關繫提齣瞭一箇集結算子。使用全知熵度量語義匹配和屬性匹配的不確定性,引入過程不確定性的度量方法度量匹配決策過程的不確定性。使用多因素集結算子判斷各因素的影響程度,併可閤成各度量結果。實驗證明,所提模型和方法能夠有效度量模式匹配的不確定性,且具有高效性和可擴展性。
위료능구유효도량모식필배적불학정성,제출료일개모식필배불학정성적도량모형,근거불학정성인소간적관계제출료일개집결산자。사용전지적도량어의필배화속성필배적불학정성,인입과정불학정성적도량방법도량필배결책과정적불학정성。사용다인소집결산자판단각인소적영향정도,병가합성각도량결과。실험증명,소제모형화방법능구유효도량모식필배적불학정성,차구유고효성화가확전성。
To measure efficiently uncertainty of schema matching, a measure model based on all uncertain factors was proposed and an aggregation operator was given according to the relations of uncertain factors. A measure meth?od of semantic matching and attribute matching based on all known entropy uncertain ratio was designed. A measure algorithm of process uncertainty was introduced to measure uncertainty of a decision making process. The aggrega?tion operator based on relationships between uncertain factors was proposed to determine influence degree of uncer?tain factors and merge all measure values in the measure process. The real world examples illustrate that the pro?posed model and methods can completely reflect three factors of uncertainty and can measure efficiently uncertainty for schema matching. The proposed methods are efficient and scalable.