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Commerce Data Mining Based On Rough Set Theory

Posted on:2004-02-03Degree:MasterType:Thesis
Country:ChinaCandidate:W Y WuFull Text:PDF
GTID:2168360095462176Subject:Management Science and Engineering
Abstract/Summary:PDF Full Text Request
On the basis of analyzing characters of commercial data, using the research on data mining, the paper presents the concept of commercial data mining based on rough set. Based on the concept, the paper systematically studies Rough Set, proposes a data mining system using Rough Set, and presents detailed design and implementation. The novel commercial data mining system presented in this paper include three parts: data preparation, data preprocessing, mining and evaluation. During the design and implementation of three levels, this paper presents several novel algorithms using rough set. These algorithms can accelerate data mining process and improve quality of data mining. Finally, the paper tests the result of research and algorithm through an instance.
Keywords/Search Tags:data mining (DM), rough set, data filtering, data preprocessing, incremental learning
PDF Full Text Request
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