Optics and Precision Engineering, Volume. 16, Issue 8, 1452(2008)

SVM generalization error estimation for facial feature selection

Li Wei-hong*, Gong Wei-guo, Yang Li-ping, and Gu Xiao-hua
Author Affiliations
  • [in Chinese]
  • show less
    References(13)

    [1] [1] DASH M,LIN H.Feature selection for classification[J].Intelligent Data Analysis,1997(1):131-156

    [2] [2] JOHN G,KOHAVII R,PFLEGER K.Irrelevant features and the subset selection problem[C].The Eleventh International Conference on Machine Learning,1994:121-129

    [3] [3] BURGES J C.A tutorial on support vector machines for pattern recognition[J].Data Mining Knowledge Discovery,1998,2(2):121-167

    [5] [5] VAPNIK V.Statistical Learning Theory[M].New York:John Wiley and Sons Inc.,1998

    [6] [6] WESTONN J,MUKHERJEE S,CHAPELLE O.et al..Feature selection for SVM[J].In Advances in Neural Information Processing Systems,2000(13):668-674

    [7] [7] GRANDVALET Y,CANU S.Adaptive scaling for feature selection in SVM[J].Advances in Neural Information Processing Systems,2003,15:553-560

    [8] [8] HOLGER F,ANDREAS Z.Feature subset selection for support vector machines by incremental regularized risk minimization[J].Proc.Int.Joint Conf.on Neural Networks,2004(3):2041-2046

    [9] [9] RAKOTOMAMONJY A.Variable selection using SVM based criteria[J].Machine Learning Research,2003,3:1357-1370

    [10] [10] DUAN K,KEETHI S S.Evaluation of simple performance measures for tuning SVM hyper parameters[J].Neurcomputing,2003,51:41-59

    [12] [12] GUYON I,WESTON J.Gene selection for cancer classification using support vector machines[J].Machine Learning,2002,46:389-422

    [13] [13] VAPNIK V,CHAPELLE V.Bounds on Error Expectation for Support Vector Machines[J].Neural Computation,2000,12(9):2013-2036

    [14] [14] CAO L J,CHUA K S,CHONG W K,et al..A comparison of PCA,KPCA and ICA for dimensionality reduction in support vector machine[J].Neurocomputing,2003(55):321-336

    [15] [15] GRAHAM D B,ALLINSON N M.Characterizing virtual eigensignatures for general purpose face recognition[J].In:Wechsler H,Phillips P J.Bruce V,Soulie F F,Huang T S.(eds.):Face Recognition:From Theory to Application.NATO ASI Series F,Computer and Systems Sciences,1998,163:446-456

    CLP Journals

    [1] ZHANG Xiong-mei, YI Zhao-xiang, TIAN Song, SONG Jian-she. Change detection of SAR images using morphologic attribute profile and support vector machine[J]. Optics and Precision Engineering, 2014, 22(10): 2832

    Tools

    Get Citation

    Copy Citation Text

    Li Wei-hong, Gong Wei-guo, Yang Li-ping, Gu Xiao-hua. SVM generalization error estimation for facial feature selection[J]. Optics and Precision Engineering, 2008, 16(8): 1452

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Dec. 21, 2007

    Accepted: --

    Published Online: Feb. 28, 2010

    The Author Email: Li Wei-hong (weihongli@cqu.edu.cn)

    DOI:

    CSTR:32186.14.

    Topics