• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

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

Indexed by:

EI Scopus

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. © 2010 Springer-Verlag Berlin Heidelberg.

Keyword:

Support vector machines Data mining

Author Community:

  • [ 1 ] [Wang, Peng]College of Computer Science, Beijing University of Technology, No. 100 Pingleyuan, Chaoyang District, Beijing 100124, China
  • [ 2 ] [Mao, Guojun]School of Information, Central University of Finance and Economics, No. 39 South College Road, Haidian District, Beijing 100081, China

Reprint Author's Address:

Show more details

Related Keywords:

Related Article:

Source :

ISSN: 0302-9743

Year: 2010

Volume: 6171 LNAI

Page: 128-142

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 2

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 11

Online/Total:699/10646247
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.