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Volumn 40, Issue 5, 2007, Pages 1533-1543

Matrix-pattern-oriented Ho-Kashyap classifier with regularization learning

Author keywords

Linear classifier; Matrix pattern; Modified Ho Kashyap with squared approximation of the misclassification errors (MHKS); Pattern recognition; Regularization; Vector pattern

Indexed keywords

ALGORITHMS; CLASSIFICATION (OF INFORMATION); IMAGE PROCESSING; LEARNING SYSTEMS; PARAMETER ESTIMATION; VECTORS;

EID: 33846334396     PISSN: 00313203     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.patcog.2006.09.001     Document Type: Article
Times cited : (45)

References (25)
  • 5
    • 85118285957 scopus 로고    scopus 로고
    • R. Maree, P. Geurts, J. Piater, L. Wehenkel, Random subwindows for robust image classification, in: Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR05), 2005.
  • 6
    • 85118286420 scopus 로고    scopus 로고
    • H. Wang, N. Ahuja, Rank-R approximation of tensors: using image-as-matrix representation, IEEE Conference on Computer Vision and Pattern Recognition, 2005.
  • 7
    • 85118286032 scopus 로고    scopus 로고
    • D. Xu, S. Yan, L. Zhang, H.J. Zhang, Z. Liu, H.Y. Shum, Concurrent subspace analysis, IEEE Conference on Computer Vision and Pattern Recognition, 2005.
  • 8
    • 85118285849 scopus 로고    scopus 로고
    • H. Kong, L. Wang, E.K. Teoh, J.G. Wang, R. Venkateswarlu, A framework of 2D Fisher discriminant analysis: application to face recognition with small number of training samples, IEEE Conference on Computer Vision and Pattern Recognition, 2005.
  • 9
    • 85118285950 scopus 로고    scopus 로고
    • S.C. Yan, D. Xu, L. Zhang, B.Y. Zhang, H.J. Zhang, Coupled kernel-based subspace learning, IEEE Conference on Computer Vision and Pattern Recognition, 2005.
  • 10
    • 0742268833 scopus 로고    scopus 로고
    • Two-dimensional PCA: a new approach to appearance-based face representation and recognition
    • Yang J., Zhang D., Frangi A.F., and Yang J.Y. Two-dimensional PCA: a new approach to appearance-based face representation and recognition. IEEE Trans. PAMI 26 1 (2004) 131-137
    • (2004) IEEE Trans. PAMI , vol.26 , Issue.1 , pp. 131-137
    • Yang, J.1    Zhang, D.2    Frangi, A.F.3    Yang, J.Y.4
  • 11
    • 33846267737 scopus 로고    scopus 로고
    • J. Ye, R. Janardan, Q. Li, Two-dimensional linear discriminant analysis, University of Minnesota, NIPS2004.
  • 12
    • 14644408830 scopus 로고    scopus 로고
    • M. Li, B. Yuan, 2D-LDA: a statistical linear discriminant analysis for image matrix, Pattern Recognition Lett., 2005.
  • 13
    • 17644418756 scopus 로고    scopus 로고
    • Feature extraction approaches based on matrix pattern: MatPCA and MatFLDA
    • Chen S., Zhu Y., Zhang D., and Yang J.-Y. Feature extraction approaches based on matrix pattern: MatPCA and MatFLDA. Pattern Recognition Lett. 26 8 (2005) 1157-1167
    • (2005) Pattern Recognition Lett. , vol.26 , Issue.8 , pp. 1157-1167
    • Chen, S.1    Zhu, Y.2    Zhang, D.3    Yang, J.-Y.4
  • 14
    • 0038452115 scopus 로고
    • Design of multicategory pattern classifiers with two-category classifier design procedures
    • Smith F.W. Design of multicategory pattern classifiers with two-category classifier design procedures. IEEE Trans. Comput. C-18 6 (1969) 548-551
    • (1969) IEEE Trans. Comput. , vol.C-18 , Issue.6 , pp. 548-551
    • Smith, F.W.1
  • 15
    • 0034300875 scopus 로고    scopus 로고
    • A new LDA-based face recognition system which can solve the small sample size problem
    • Chen L.F., Liao H.Y.M., Ko M.T., Lin J.C., and Yu G.J. A new LDA-based face recognition system which can solve the small sample size problem. Pattern Recognition 33 10 (2000) 1713-1726
    • (2000) Pattern Recognition , vol.33 , Issue.10 , pp. 1713-1726
    • Chen, L.F.1    Liao, H.Y.M.2    Ko, M.T.3    Lin, J.C.4    Yu, G.J.5
  • 16
    • 0036826115 scopus 로고    scopus 로고
    • Regularization learning, early stopping and biased estimator
    • Hagiwara K. Regularization learning, early stopping and biased estimator. Neurocomputing 48 1-4 (2002) 937-955
    • (2002) Neurocomputing , vol.48 , Issue.1-4 , pp. 937-955
    • Hagiwara, K.1
  • 18
    • 0042842443 scopus 로고    scopus 로고
    • Ho-Kashyap classifier with generalization control
    • Leski J. Ho-Kashyap classifier with generalization control. Pattern Recognition Lett. 24 14 (2003) 2281-2290
    • (2003) Pattern Recognition Lett. , vol.24 , Issue.14 , pp. 2281-2290
    • Leski, J.1
  • 19
    • 33846290358 scopus 로고    scopus 로고
    • C.L. Blake, C.J. Merz, UCI repository of machine learning databases, Available from: 〈http://www.ics.uci.edu/∼mlearn/MLRepository.html〉, 1998.
  • 20
    • 33846287608 scopus 로고    scopus 로고
    • K. Namwoon, H.J. Kyung, Assessing the integrity of cross-validation: a case for small sample-based research, in: Marketing Working Paper Series, Series No.: MKTG 97.096, Hong Kong: The Hong Kong University of Science & Technology UST Marketing Department, 1997.
  • 21
    • 0035989166 scopus 로고    scopus 로고
    • Option design of regularization term and regularization parameter by subspace information criterion
    • Sugiyama M., and Qgawa H. Option design of regularization term and regularization parameter by subspace information criterion. Neural Networks 15 (2002) 349-361
    • (2002) Neural Networks , vol.15 , pp. 349-361
    • Sugiyama, M.1    Qgawa, H.2
  • 22
    • 0033076958 scopus 로고    scopus 로고
    • Adaptive regularization parameter selection method for enhancing generalization capability of neural networks
    • Leung C.-T., and Chow T.W.S. Adaptive regularization parameter selection method for enhancing generalization capability of neural networks. Artif. Intell. 107 (1999) 347-356
    • (1999) Artif. Intell. , vol.107 , pp. 347-356
    • Leung, C.-T.1    Chow, T.W.S.2
  • 23
    • 30044447599 scopus 로고    scopus 로고
    • Generalized low rank approximation of matrices
    • Ye J. Generalized low rank approximation of matrices. Mach. Learning 61 1-3 (2005) 167-191
    • (2005) Mach. Learning , vol.61 , Issue.1-3 , pp. 167-191
    • Ye, J.1
  • 24
    • 33846294051 scopus 로고    scopus 로고
    • Kernel Ho-Kashyap classifier with generalization control
    • Leski J. Kernel Ho-Kashyap classifier with generalization control. Int. J. Appl. Math. Comput. Sci. 14 1 (2004) 53-61
    • (2004) Int. J. Appl. Math. Comput. Sci. , vol.14 , Issue.1 , pp. 53-61
    • Leski, J.1
  • 25
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear component analysis as a kernel eigenvalue problem
    • Scholkopf B., Smola A., and Muller K.-R. Nonlinear component analysis as a kernel eigenvalue problem. Neural Comput. 10 (1998) 1299-1319
    • (1998) Neural Comput. , vol.10 , pp. 1299-1319
    • Scholkopf, B.1    Smola, A.2    Muller, K.-R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.