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Author:

Wang, Peng (Wang, Peng.) | Mao, Guojun (Mao, Guojun.)

Indexed by:

CPCI-S

Abstract:

Distributed data streams mining is increasingly demanded in most extensive application domains, like web traffic analysis and financial transactions. In distributed environments, it is impractical to transmit all data to one node for global model. It is reasonable to extract the essential parts of local models of subsidiary nodes, thereby integrating into the global model. In this paper we proposed an approach SVDDS to do this model integration in distributed environments. It is based on SVM theory, and trades off between the risk of the global model and the total transmission load. Our analysis and experiments show that SVDDS obviously lowers the total transmission load while the global accuracy drops comparatively little.

Keyword:

Model Integration Support Vector Machines Shell

Author Community:

  • [ 1 ] [Wang, Peng]Beijing Univ Technol, Coll Comp Sci, 100 Pingleyuan, Beijing 100124, Peoples R China
  • [ 2 ] [Mao, Guojun]Cent Univ Finance & Econ, Sch Informat, Beijing 100081, Peoples R China

Reprint Author's Address:

  • [Wang, Peng]Beijing Univ Technol, Coll Comp Sci, 100 Pingleyuan, Beijing 100124, Peoples R China

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Source :

ADVANCES IN DATA MINING: APPLICATIONS AND THEORETICAL ASPECTS

ISSN: 0302-9743

Year: 2010

Volume: 6171

Page: 128-,

Language: English

Cited Count:

WoS CC Cited Count: 2

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 5

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