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New method for discretization of continuous attributes in rough set theory

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A new method for discretization of continuous attributes is put forward to overcome the limitation of the traditional rough sets,which cannot deal with continuous attributes.The method is based on an improved algorithm to produce candidate cut points and an algorithm of reduction based on variable precision rough information entropy.With the guarantee of consistency of decision system,the method can reduce the number of cut points and improve efficiency of reduction.Adopting variable precision rough information entropy as measure criterion,it has a good tolerance to noise.Experiments show that the algorithm yields satisfying reduction results.

rough setdiscretizationreduction

Rong Cong、Xiukun Wang、Kai Li、Nanhai Yang

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School of Electronic and Information Engineering,Dalian University of Technology,Dalian 116024,P.R.China

Education Technology Center,Dalian Naval Academy,Dalian 116018,P.R.China

The 92538 Unit of PLA,Dalian 116041,P.R.China

2010

系统工程与电子技术(英文版)
中国航天科工防御技术研究院 中国宇航学会 中国系统工程学会 中国系统仿真学会

系统工程与电子技术(英文版)

CSCDSCIEI
影响因子:0.64
ISSN:1004-4132
年,卷(期):2010.21(2)
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