Reducts within the variable precision rough sets model: A further investigation

被引:225
|
作者
Beynon, M [1 ]
机构
[1] Cardiff Univ, Cardiff Business Sch, Cardiff CF10 3EU, S Glam, Wales
关键词
variable precision rough sets model; data reduction; conditional probability; data mining; reducts;
D O I
10.1016/S0377-2217(00)00280-0
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
One fundamental aspect of the variable precision rough sets (VPRS) model involves a search for subsets of condition attributes which provide the same information for classification purposes as the full set of available attributes. Such subsets are labelled 'approximate reducts' or 'beta -reducts', being defined for a specified classification error denoted by beta. This paper undertakes a further investigation of the criteria for a beta -reduct within VPRS. Certain anomalies and interesting implications are identified. An additional condition is suggested for finding beta -reducts which assures a more general level knowledge equivalent to that of the full set of attributes. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:592 / 605
页数:14
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