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Convergence of a New Decomposition Algorithm for Support Vector Machines

  • Yan-Guo Wang
  • Hong Qiao
  • Bo Zhang
Conference paper
Part of the Lecture Notes in Computer Science book series (LNCS, volume 4114)

Abstract

Decomposition methods is the main way for solving support vector machines (SVMs) with large data sets. In this paper a new decomposition algorithm is proposed, and its convergence is also proved.

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Copyright information

© Springer-Verlag Berlin Heidelberg 2006

Authors and Affiliations

  • Yan-Guo Wang
    • 1
  • Hong Qiao
    • 1
  • Bo Zhang
    • 2
  1. 1.Institute of Automation, Chinese Academy of Sciences, 100080 BeijingChina
  2. 2.Institute of Applied Mathematics, Chinese Academy of Sciences, 100080 BeijingChina

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