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author:

Bin, Qiao (Bin, Qiao.) [1] | Yu-Rong, Li (Yu-Rong, Li.) [2] (Scholars:李玉榕) | Jing-Ping, Jiang (Jing-Ping, Jiang.) [3]

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EI Scopus

Abstract:

From the point of view of practical application, a hierarchical reduction approach of the rough sets theory is proposed. In this approach, according to the acquisition mode, cost and the real time requirement, the attributes are classified to different parts allocated at several layers. So the knowledge in information systems or decision systems can be presented hierarchically with multiple granularities at multiple layers. And the reduction can hierarchically be applied to part of attributes allocated at each layer. On the information theory, the basis of this approach is proved. Furthermore, the properties of this approach are discussed, such as practicability, rapidity and good dynamic performance. Finally, in acquiring the control decision of a cement kiln, the hierarchical reduction approach shows its validity.

Keyword:

Classification (of information) Data acquisition Data mining Decision theory Information theory Set theory

Community:

  • [ 1 ] [Bin, Qiao]College of Electric Engineering, Zhejiang University, Hangzhou 310027, China
  • [ 2 ] [Yu-Rong, Li]Department of Electrical Engineering, Fuzhou University, Fuzhou 350002, China
  • [ 3 ] [Jing-Ping, Jiang]College of Electric Engineering, Zhejiang University, Hangzhou 310027, China

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ISSN: 0884-3627

Year: 2002

Volume: 7

Page: 103-108

Language: English

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WoS CC Cited Count:

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ESI Highly Cited Papers on the List: 0 Unfold All

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Chinese Cited Count:

30 Days PV: 0

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