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作者:

Han, Min (Han, Min.) | Wang, Zhao (Wang, Zhao.) | Sun, Zhaoxu (Sun, Zhaoxu.) | Xu, Yongli (Xu, Yongli.) | Jiang, Nan (Jiang, Nan.)

收录:

CPCI-S

摘要:

Semi-supervised learning has received many attention during the few past years in the machine learning community. But they all treat the two errors equally. Since in many important applications, however, some kinds of errors are more important than others. In this paper, we use cost-sensitive 2v - SVM to solve the semi-supervised binary classification. We convert the problem of Semi-Supervised binary classification into a feasible Semi-definite programming.

关键词:

2v-SVM Convex programming Dual problem Semi-definite programming

作者机构:

  • [ 1 ] [Han, Min]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China
  • [ 2 ] [Wang, Zhao]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China
  • [ 3 ] [Sun, Zhaoxu]Cent Univ Finance & Econ, Beijing, Peoples R China
  • [ 4 ] [Xu, Yongli]Beijing Univ Chem Technol, Beijing, Peoples R China
  • [ 5 ] [Jiang, Nan]Beijing Univ Technol, Coll Comp Sci, Beijing, Peoples R China

通讯作者信息:

  • [Han, Min]Beijing Univ Technol, Coll Appl Sci, Beijing, Peoples R China

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来源 :

2012 THIRD INTERNATIONAL CONFERENCE ON THEORETICAL AND MATHEMATICAL FOUNDATIONS OF COMPUTER SCIENCE (ICTMF 2012)

ISSN: 2070-1918

年份: 2013

卷: 38

页码: 238-244

语种: 英文

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