计算机技术与发展
計算機技術與髮展
계산궤기술여발전
COMPUTER TECHNOLOGY AND DEVELOPMENT
2014年
1期
102-104,108
,共4页
颜家凯%范敏%刘文奇%叶荣荣
顏傢凱%範敏%劉文奇%葉榮榮
안가개%범민%류문기%협영영
属性约简%不完备信息系统%容差关系%可辨识矩阵
屬性約簡%不完備信息繫統%容差關繫%可辨識矩陣
속성약간%불완비신식계통%용차관계%가변식구진
attribute reduction%incomplete information system%tolerance relation%discernibility matrix
粗糙集理论是一种处理不确定性知识的有效工具,属性约简是其核心内容之一,然而对于属性值有缺省的不完备信息系统,基于等价关系的经典粗糙集理论已经不再适用。由于容差关系下的不完备信息系统的属性约简的定义与经典粗糙集的属性约简定义相似,可以用容差关系对粗糙集理论进行扩充。文中通过定义容差关系下的可辨识矩阵,运用可辨识方法,得到了一种属性约简算法;接着分析了算法的不足之处,并且在此基础上提出了增加约简效率的改进型算法;最后通过一个数值例子,说明了该算法是合理的和有效的。
粗糙集理論是一種處理不確定性知識的有效工具,屬性約簡是其覈心內容之一,然而對于屬性值有缺省的不完備信息繫統,基于等價關繫的經典粗糙集理論已經不再適用。由于容差關繫下的不完備信息繫統的屬性約簡的定義與經典粗糙集的屬性約簡定義相似,可以用容差關繫對粗糙集理論進行擴充。文中通過定義容差關繫下的可辨識矩陣,運用可辨識方法,得到瞭一種屬性約簡算法;接著分析瞭算法的不足之處,併且在此基礎上提齣瞭增加約簡效率的改進型算法;最後通過一箇數值例子,說明瞭該算法是閤理的和有效的。
조조집이론시일충처리불학정성지식적유효공구,속성약간시기핵심내용지일,연이대우속성치유결성적불완비신식계통,기우등개관계적경전조조집이론이경불재괄용。유우용차관계하적불완비신식계통적속성약간적정의여경전조조집적속성약간정의상사,가이용용차관계대조조집이론진행확충。문중통과정의용차관계하적가변식구진,운용가변식방법,득도료일충속성약간산법;접착분석료산법적불족지처,병차재차기출상제출료증가약간효솔적개진형산법;최후통과일개수치례자,설명료해산법시합리적화유효적。
Rough set theory is a kind of effective tool for dealing with uncertainty knowledge. Attribute reduction is one of the most im-portant content. Nevertheless,the classical rough set theory based on equivalence relation has not been applied for the incomplete informa-tion system which some attribute is the default value. The definition that attributes reduction of incomplete information system is similar to the classical rough set because of the tolerance relation. Can expand the classical rough set theory with tolerance relation. In this paper,by defining the discernibility matrix under the tolerance relation,obtain an attribute reduction algorithm through discernibility method. Then analyze the deficiency of the algorithm and put forward a kind of modified algorithm that can improve efficiency of the reduction. At last, prove the reasonableness and validity of the algorithm through a numerical example.