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author:

Ye, Dongyi (Ye, Dongyi.) [1] (Scholars:叶东毅) | Chen, Zhaojiong (Chen, Zhaojiong.) [2] (Scholars:陈昭炯)

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EI Scopus

Abstract:

In this paper, we firstly introduce a concept of inconsistency classification based on which we draw a qualitative conclusion that the approach by Hu and Cercone for computing an attribute core based on Skowron’s discernibility matrix is correct for both consistent and partially inconsistent decision tables, but may fail to work for entirely inconsistent ones. Secondly, we improve the work of Zhi and Miao concerning the computation of core attributes by defining a new binary discernibility matrix. Finally, as another application of inconsistency classification, we show that an attribute core from the algebra view is equivalent to that from the information view not only for consistent but also for partially inconsistent decision tables. © Springer-Verlag Berlin Heidelberg 2003.

Keyword:

Classification (of information) Data mining Decision tables Fuzzy sets Granular computing Matrix algebra Rough set theory

Community:

  • [ 1 ] [Ye, Dongyi]Department of Computer Science and Technology, Fuzhou University, Fuzhou; 350002, China
  • [ 2 ] [Chen, Zhaojiong]Department of Computer Science and Technology, Fuzhou University, Fuzhou; 350002, China

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ISSN: 0302-9743

Year: 2003

Volume: 2639

Page: 269-273

Language: English

0 . 4 0 2

JCR@2005

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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