浙江师范大学学报(自然科学版)
浙江師範大學學報(自然科學版)
절강사범대학학보(자연과학판)
JOURNAL OF ZHEJIANG NORMAL UNIVERSITY(NATURAL SCIENCES)
2015年
1期
58-66
,共9页
邓大勇%徐小玉%裴明华
鄧大勇%徐小玉%裴明華
산대용%서소옥%배명화
模糊粗糙集%F-粗糙集%属性约简%模糊决策表%属性重要度
模糊粗糙集%F-粗糙集%屬性約簡%模糊決策錶%屬性重要度
모호조조집%F-조조집%속성약간%모호결책표%속성중요도
fuzzy rough sets%F-rough sets%parallel reducts%fuzzy decision tables%attribute significance
模糊粗糙集的知识约简是模糊粗糙集理论的核心内容之一,从增量式的数据、海量数据或动态数据中挖掘出人们感兴趣的知识,是数据挖掘研究的一个重点,也是一个难点。首先,给出模糊粗糙集的属性重要度的定义及属性约简的定义;其次,从F-粗糙集及并行约简出发,并结合模糊粗糙集的属性重要度,提出了F-模糊粗糙集及其约简,为增量式或动态模糊决策表的属性约简提供了一种有效的方法;最后,通过实例验证了F-模糊粗糙集及其约简的可行性。
模糊粗糙集的知識約簡是模糊粗糙集理論的覈心內容之一,從增量式的數據、海量數據或動態數據中挖掘齣人們感興趣的知識,是數據挖掘研究的一箇重點,也是一箇難點。首先,給齣模糊粗糙集的屬性重要度的定義及屬性約簡的定義;其次,從F-粗糙集及併行約簡齣髮,併結閤模糊粗糙集的屬性重要度,提齣瞭F-模糊粗糙集及其約簡,為增量式或動態模糊決策錶的屬性約簡提供瞭一種有效的方法;最後,通過實例驗證瞭F-模糊粗糙集及其約簡的可行性。
모호조조집적지식약간시모호조조집이론적핵심내용지일,종증량식적수거、해량수거혹동태수거중알굴출인문감흥취적지식,시수거알굴연구적일개중점,야시일개난점。수선,급출모호조조집적속성중요도적정의급속성약간적정의;기차,종F-조조집급병행약간출발,병결합모호조조집적속성중요도,제출료F-모호조조집급기약간,위증량식혹동태모호결책표적속성약간제공료일충유효적방법;최후,통과실례험증료F-모호조조집급기약간적가행성。
The fuzzy-rough attribute reduction is one of the important topics in fuzzy-rough set theory. It is a focal difficult point to mine interesting knowledge from incremental data, mass data and dynamic data. It was defined the fuzzy rough set′s attribute significance and the concept of attribute reduction; The F-fuzzy rough sets and its reducts were proposed then based on the attribute significance of fuzzy rough sets, F-rough sets and its parallel reducts. The F-fuzzy rough sets′s reducts were showed to be an effective methodology for attribute reduction on incremental and dynamic fuzzy decision table;Furthermore the feasibilities of F-fuzzy rough sets and its parallel reducts were confirmed by examples.