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author:

Chen, M.-Z. (Chen, M.-Z..) [1] | Yu, L. (Yu, L..) [2] | Chen, S.-L. (Chen, S.-L..) [3]

Indexed by:

Scopus

Abstract:

In this paper, the concept of the frequently covered points (FCP) and the infrequently covered points (ICP) is presented. By means of the cutpoints sieve method, we can rapidly pick out the corresponding cutpoints of ICP, namely preferred cutpoints, from all pending cutpoints of interval attributes. And then, only preferred cutpoints are used for computing information entropy of partition (IEP). Finally, the interval-valued decision tree can be built by IEP. The experiment indicates that, in general, this method could, to a great extent, reduce the computational complexity of creation of decision tree, thereby, improving the efficiency of classification. © 2008 IEEE.

Keyword:

Cutpoints; Decision tree; Interval-valued attributes; Sieve method

Community:

  • [ 1 ] [Chen, M.-Z.]College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350002, China
  • [ 2 ] [Yu, L.]College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350002, China
  • [ 3 ] [Chen, S.-L.]School of Science, Jimei University, Xiamen, Fujian 361021, China

Reprint 's Address:

  • [Chen, M.-Z.]College of Physics and Information Engineering, Fuzhou University, Fuzhou, 350002, China

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Source :

Proceedings of 2008 3rd International Conference on Intelligent System and Knowledge Engineering, ISKE 2008

Year: 2008

Page: 615-618

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 3

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