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author:

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

Indexed by:

Scopus

Abstract:

In this paper, a new approach to generate decision tree from those examples with interval-valued attributes is presented and then rule matching is made. Considering that the interval values of the same attribute of all examples probably fall into certain distributing rule so as to form some center points, we cluster the interval-valued attributes of all examples by using the algorithm of FCCID (Fuzzy C-mean Clustering for Interval-valued Data). Consequently, the attributes represented by interval data are transformed into those represented by fuzzy degree of membership. On the basis of that, the fuzzy ID3 algorithm is adopted to generate a decision tree for rule matching. © 2006 IEEE.

Keyword:

Fuzzy clustering; Fuzzy ID3; Interval-valued data; Learning from examples

Community:

  • [ 1 ] [Chen, M.-Z.]College of Math. and Computer Science, Fuzhou University, Fuzhou, 350002, China
  • [ 2 ] [Chen, G.-L.]College of Math. and Computer Science, 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 Math. and Computer Science, Fuzhou University, Fuzhou, 350002, China

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Source :

Proceedings of the 2006 International Conference on Machine Learning and Cybernetics

Year: 2006

Volume: 2006

Page: 1153-1158

Language: English

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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