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author:

Chen, Ming-Zhi (Chen, Ming-Zhi.) [1] | Chen, Guo-Long (Chen, Guo-Long.) [2] (Scholars:陈国龙) | Chen, Shui-Li (Chen, Shui-Li.) [3]

Indexed by:

CPCI-S EI 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.

Keyword:

fuzzy clustering fuzzy ID3 interval-valued data learning from examples

Community:

  • [ 1 ] [Chen, Ming-Zhi]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350002, Peoples R China
  • [ 2 ] [Chen, Guo-Long]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350002, Peoples R China
  • [ 3 ] [Chen, Shui-Li]Jimei Univ, Sch Sci, Xiamen 361021, Fujian, Peoples R China

Reprint 's Address:

  • 陈明志

    [Chen, Ming-Zhi]Fuzhou Univ, Coll Math & Comp Sci, Fuzhou 350002, Peoples R China

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Source :

PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7

Year: 2006

Page: 1153-,

Language: English

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: 0

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