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author:

Guo, K. (Guo, K..) [1] | Zhang, Q.-S. (Zhang, Q.-S..) [2]

Indexed by:

Scopus PKU CSCD

Abstract:

As a hot research orientation of data stream mining, multiple data stream clustering tracks the evolution of multiple streams and partitions them according to their similarities. In this paper, a multiple data stream clustering approach is proposed, which is based on the combination of grey relational analysis and affinity propagation clustering. A grey relational degree is developed so that the raw data can be compressed into an incrementally updatable grey relational synopsis. The similarity between two data streams is measured by the grey relational degree calculated from the synopsis. Finally, the affinity propagation algorithm is used to cluster the streams. The experiments on the real data sets prove the effectiveness of the new method.

Keyword:

Clustering; Grey relational analysis; Multiple data streams

Community:

  • [ 1 ] [Guo, K.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou 350108, China
  • [ 2 ] [Zhang, Q.-S.]School of Management, Fuzhou University, Fuzhou 350108, China

Reprint 's Address:

  • [Guo, K.]College of Mathematics and Computer Science, Fuzhou University, Fuzhou 350108, China

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Source :

Pattern Recognition and Artificial Intelligence

ISSN: 1003-6059

Year: 2011

Issue: 6

Volume: 24

Page: 769-775

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: 0

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