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OALib Journal期刊
ISSN: 2333-9721
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Research of data mining method for incomplete information system
不完备信息系统的数据挖掘方法研究*

Keywords: incomplete information system,rough sets,data mining,hierarchical reduction
不完备信息系统
,粗糙集,数据挖掘,分层递阶约简

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Abstract:

Based on the hierarchical reduction algorithm, this paper proposed a data mining method based on rough sets theory for incomplete information system. Knowledge was presented hierarchically with multiple layers. The attributes were firstly partitioned into complete parts , incomplete parts and two sub-systems with various levels were created accordingly, Then the reduction was hierarchically applied to each sub-system. Finally, the method was applied to the diagnosis system of heart disease, Simulations show that the method has a strong applicability and a more rapid reduction speed. Therefore the effectiveness of the method is verified.

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