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作者:

Sun, BQ (Sun, BQ.) | Yang, J (Yang, J.) | Chen, SL (Chen, SL.) | Zhao, M (Zhao, M.) (学者:赵密)

收录:

CPCI-S SCIE

摘要:

The discretization of continuous attributes is an important method for compressing data and simplifying analysis, which is also the focuses in the research fields of pattern recognition, machine learning and Rough Set analysis. At present, there have existed many algorithms of discretization. The main problem of them is that the choice of breakpoints which influence the effect of discretization deeply is random. The optimal discretization has been proved to be NP-hard. A great majority of algorithms of discretization adopt heuristics which is hard to get satisfied discrete effect. Based on the theory of Rough Set this thesis firstly discusses the problems above then puts forward a new algorithm based on clustering of mean and importance of attributes.

关键词:

data preprocessing discretization Rough Set

作者机构:

  • [ 1 ] Harbin Inst Technol, Sch Management, Harbin 150001, Peoples R China
  • [ 2 ] Beijing Univ Technol, Harbin Inst Technol, Harbin, Peoples R China
  • [ 3 ] Beijing Univ Technol, Beijing 100022, Peoples R China

通讯作者信息:

  • [Sun, BQ]Harbin Inst Technol, Sch Management, Harbin 150001, Peoples R China

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来源 :

DYNAMICS OF CONTINUOUS DISCRETE AND IMPULSIVE SYSTEMS-SERIES B-APPLICATIONS & ALGORITHMS

ISSN: 1492-8760

年份: 2005

卷: 2

页码: 786-789

JCR分区:4

被引次数:

WoS核心集被引频次: 1

SCOPUS被引频次:

ESI高被引论文在榜: 0 展开所有

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