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Author:

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

Indexed by:

CPCI-S

Abstract:

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.

Keyword:

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

Author Community:

  • [ 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

Reprint Author's Address:

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

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Source :

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

ISSN: 2070-1918

Year: 2013

Volume: 38

Page: 238-244

Language: English

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count:

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 8

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