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作者:

He, M. (He, M..)

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Scopus PKU

摘要:

The incremental acquisition method of rules is a topic in data mining. Based on rough set theory, the incremental rule acquisition method based on genetic algorithm is studied in two aspects of the acquisition and optimization decision of rules. The knowledge based on rough set representation and measurement is constructed by the study on decision table and decision rule coefficients, and a new optimization algorithm is obtained by the combination of genetic algorithm with rule mining algorithm. Thus, a new incremental decision rule acquisition algorithm is presented, and it is of the advantages of simple structure, high search efficiency and high solving speed. The new algorithm is an incremental approach to updating the existing decision rules in database and their parameters when various new objects are appended to the decision table, instead of running the whole learning process again. Experimental results show that the algorithm can effectively acquire optimal rules with incremental GA.

关键词:

Genetic algorithm; Incremental rule mining; Rough set; Rule acquisition

作者机构:

  • [ 1 ] [He, M.]College of Computer Science, Beijing University of Technology, Beijing 100022, China

通讯作者信息:

  • [He, M.]College of Computer Science, Beijing University of Technology, Beijing 100022, China

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来源 :

Journal of Xi'an Shiyou University, Natural Sciences Edition

ISSN: 1673-064X

年份: 2008

期: 4

卷: 23

页码: 101-105

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