Optics and Precision Engineering, Volume. 17, Issue 4, 937(2009)

Mechanism and implementation of one class support vector machines in fast foreign real-time recognition

YAO Fu-guang1,*... ZHONG Xian-xin1 and TANG Xiang-yang2 |Show fewer author(s)
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  • 1[in Chinese]
  • 2[in Chinese]
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    References(11)

    [1] [1] CHEN J,LI ZH M,ZHONG X X,et al..Principle and realization of data acquisition of high speed logistics images and of real time foreign material elimination[J].Opt.Precision Eng.,2003,11(4):284-289.(in Chinese)

    [3] [3] VAPNIK V N.The Nature of Statistical Learning Theory[M].Springer-Verlag,1995.

    [4] [4] JIA J,ZHANG H R.A Fast Learning Algorithm for One-Class Support Vector Machine[C].Proc IEEE ICNC.2007.

    [5] [5] PLATT J C.Fast Training of Support Vector Machines Using Sequential Minimal Optimization[M].Cambridge,MA:MIT Press,1999:185-208.

    [6] [6] OSUNA E,FREUND R,GIROSI F.An improved training algorithm for support vector machines[C].Proc IEEE NNSP.97,Amelia Island,FL, 1997:276-285.

    [7] [7] SCHOLKOPF B,PLATT J.Estimating the support of a high-dimensional distribution[J].Neural Computation,2001,3(7):1443-1471.

    [8] [8] NELLO C.An introdution to Suppot Vector Machines and Other Kernel-Based Learning Methods[M].Cambridge:Cambridge University Press,2000.

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    [11] [11] http://www.csie.ntu.edu.tw/~cjlin/libsvm/[OL]

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    YAO Fu-guang, ZHONG Xian-xin, TANG Xiang-yang. Mechanism and implementation of one class support vector machines in fast foreign real-time recognition[J]. Optics and Precision Engineering, 2009, 17(4): 937

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    Paper Information

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    Received: Oct. 14, 2008

    Accepted: --

    Published Online: Oct. 28, 2009

    The Author Email: Fu-guang YAO (yaofuguang@163.com)

    DOI:

    CSTR:32186.14.

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