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Author:

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

Indexed by:

CPCI-S SCIE

Abstract:

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.

Keyword:

data preprocessing discretization Rough Set

Author Community:

  • [ 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

Reprint Author's Address:

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

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Source :

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

ISSN: 1492-8760

Year: 2005

Volume: 2

Page: 786-789

JCR Journal Grade:4

Cited Count:

WoS CC Cited Count: 1

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 2

Affiliated Colleges:

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