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Volumn 37, Issue 4, 2007, Pages 937-951

The kernel common vector method: A novel nonlinear subspace classifier for pattern recognition

Author keywords

Common vector (CV); Kernel based subspace method; Pattern recognition; Subspace classifier

Indexed keywords

COVARIANCE MATRIX; EIGENVALUES AND EIGENFUNCTIONS; MATHEMATICAL MODELS; NUMERICAL METHODS; SUPPORT VECTOR MACHINES; VECTORS;

EID: 34547101458     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSMCB.2007.896011     Document Type: Article
Times cited : (25)

References (32)
  • 2
    • 0347814433 scopus 로고    scopus 로고
    • Subspace classifiers in recognition of handwritten digits,
    • Ph.D. dissertation, Helsinki Univ. Technol, Espoo, Finland
    • J. Laaksonen, "Subspace classifiers in recognition of handwritten digits," Ph.D. dissertation, Helsinki Univ. Technol., Espoo, Finland, 1997.
    • (1997)
    • Laaksonen, J.1
  • 3
    • 13344282709 scopus 로고    scopus 로고
    • On utilizing search methods to select subspace dimensions for kernel-based nonlinear subspace classifiers
    • Jan
    • S.-W. Kim and B. J. Oommen, "On utilizing search methods to select subspace dimensions for kernel-based nonlinear subspace classifiers," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 1, pp. 136-141, Jan. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell , vol.27 , Issue.1 , pp. 136-141
    • Kim, S.-W.1    Oommen, B.J.2
  • 6
    • 84910828260 scopus 로고
    • Application of the Karhunen-Loeve expansion to feature selection and ordering
    • Apr
    • K. Fukunaga and W. L. Koontz, "Application of the Karhunen-Loeve expansion to feature selection and ordering," IEEE Trans. Comput. vol. C-19, no. 4, pp. 311-318, Apr. 1970.
    • (1970) IEEE Trans. Comput , vol.C-19 , Issue.4 , pp. 311-318
    • Fukunaga, K.1    Koontz, W.L.2
  • 8
    • 0020274029 scopus 로고
    • The averaged learning subspace method for spectral pattern recognition
    • Munchen, Germany
    • M. Kuusela and E. Oja, "The averaged learning subspace method for spectral pattern recognition," in Proc. 6th Int. Conf. Pattern Recog., Munchen, Germany, 1982, pp. 134-137.
    • (1982) Proc. 6th Int. Conf. Pattern Recog , pp. 134-137
    • Kuusela, M.1    Oja, E.2
  • 9
    • 84902154035 scopus 로고    scopus 로고
    • Subspace dimension selection and averaged learning subspace method in handwritten digit classification
    • Bochum, Germany, Jul
    • J. Laaksonen and E. Oja, "Subspace dimension selection and averaged learning subspace method in handwritten digit classification," in Proc. ICANN, Bochum, Germany, Jul. 1996, pp. 227-232.
    • (1996) Proc. ICANN , pp. 227-232
    • Laaksonen, J.1    Oja, E.2
  • 11
    • 0026065565 scopus 로고
    • Eigenfaces for recognition
    • M. Turk and A. P. Pentland, "Eigenfaces for recognition," J. Cogn. Neurosci., vol. 3, no. 1, pp. 71-86, 1991.
    • (1991) J. Cogn. Neurosci , vol.3 , Issue.1 , pp. 71-86
    • Turk, M.1    Pentland, A.P.2
  • 12
    • 0000764772 scopus 로고
    • The use of multiple measurements in taxonomic problems
    • R. A. Fisher, "The use of multiple measurements in taxonomic problems," Ann. Eugen., vol. 7, no. 2, pp. 179-188, 1936.
    • (1936) Ann. Eugen , vol.7 , Issue.2 , pp. 179-188
    • Fisher, R.A.1
  • 14
    • 0035440011 scopus 로고    scopus 로고
    • The common vector approach and its relation to principal component analysis
    • Sep
    • M. B. Gulmezoglu, V. Dzhafarov, and A. Barkana, "The common vector approach and its relation to principal component analysis," IEEE Trans. Speech Audio Process., vol. 9, no. 6, pp. 655-662, Sep. 2001.
    • (2001) IEEE Trans. Speech Audio Process , vol.9 , Issue.6 , pp. 655-662
    • Gulmezoglu, M.B.1    Dzhafarov, V.2    Barkana, A.3
  • 15
    • 84867377399 scopus 로고    scopus 로고
    • A comparison of the common vector and the discriminative common vector methods for face recognition
    • Orlando, FL
    • H. Cevikalp, B. Barkana, and A. Barkana, "A comparison of the common vector and the discriminative common vector methods for face recognition," in Proc. 9th World Multi-Conf. Systemics, Cybern. and Inf., Orlando, FL, 2005.
    • (2005) Proc. 9th World Multi-Conf. Systemics, Cybern. and Inf
    • Cevikalp, H.1    Barkana, B.2    Barkana, A.3
  • 17
    • 0033330648 scopus 로고    scopus 로고
    • Subspace classifier in reproducing kernel Hilbert space
    • K. Tsuda, "Subspace classifier in reproducing kernel Hilbert space," in Proc. Int. Joint Conf. Neural Netw., 1999, vol. 5, pp. 3454-3457.
    • (1999) Proc. Int. Joint Conf. Neural Netw , vol.5 , pp. 3454-3457
    • Tsuda, K.1
  • 18
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear component analysis as a kernel eigenvalue problem
    • Jul
    • B. Schölkopf, A. J. Smola, and K. R. Muller, "Nonlinear component analysis as a kernel eigenvalue problem," Neural Comput., vol. 10, no. 5, pp. 1299-1319, Jul. 1998.
    • (1998) Neural Comput , vol.10 , Issue.5 , pp. 1299-1319
    • Schölkopf, B.1    Smola, A.J.2    Muller, K.R.3
  • 20
    • 34547096127 scopus 로고    scopus 로고
    • Discriminative common vectors method with kernels
    • Nov
    • H. Cevikalp, M. Neamtu, and M. Wilkes, "Discriminative common vectors method with kernels," IEEE Trans. Neural Netw., vol. 17, no. 6, pp. 1550-1565, Nov. 2006.
    • (2006) IEEE Trans. Neural Netw , vol.17 , Issue.6 , pp. 1550-1565
    • Cevikalp, H.1    Neamtu, M.2    Wilkes, M.3
  • 21
    • 0036016141 scopus 로고    scopus 로고
    • The method of alternating projections and the method of subspace corrections in Hilbert space
    • J. Xu and L. Zikatanov, "The method of alternating projections and the method of subspace corrections in Hilbert space," J. Amer. Math. Soc., vol. 15, no. 3, pp. 573-597, 2002.
    • (2002) J. Amer. Math. Soc , vol.15 , Issue.3 , pp. 573-597
    • Xu, J.1    Zikatanov, L.2
  • 22
    • 0004171986 scopus 로고    scopus 로고
    • Comput. Vis. Center, Barcelona, Spain, CVC Tech. Rep. 24
    • A. M. Martinez and R. Benavente, "The AR face database," Comput. Vis. Center, Barcelona, Spain, CVC Tech. Rep. 24, 1998.
    • (1998) The AR face database
    • Martinez, A.M.1    Benavente, R.2
  • 24
    • 34547107745 scopus 로고    scopus 로고
    • UCI-Benchmark Repository - A huge collection of artificial and real word data sets, Univ. California Irvine. Online. Available: http://www.ics.edu/~mlearn/MLRepository.html
    • UCI-Benchmark Repository - A huge collection of artificial and real word data sets, Univ. California Irvine. Online. Available: http://www.ics.edu/~mlearn/MLRepository.html
  • 25
    • 85032751903 scopus 로고    scopus 로고
    • Kernel methods and their potential use in signal processing
    • May
    • F. Perez-Cruz and O. Bousquet, "Kernel methods and their potential use in signal processing," IEEE Signal Process. Mag., vol. 21, no. 3, pp. 57-65, May 2004.
    • (2004) IEEE Signal Process. Mag , vol.21 , Issue.3 , pp. 57-65
    • Perez-Cruz, F.1    Bousquet, O.2
  • 26
    • 84906663867 scopus 로고
    • Segmentation and recognition of hand written characters using subspace method
    • Montreal, PQ, Canada
    • Y. Ariki and Y. Motegi, "Segmentation and recognition of hand written characters using subspace method," in Proc. 3rd Int. Conf. Doc. Anal. and Recog., Montreal, PQ, Canada, 1995, pp. 120-123.
    • (1995) Proc. 3rd Int. Conf. Doc. Anal. and Recog , pp. 120-123
    • Ariki, Y.1    Motegi, Y.2
  • 27
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multiclass support vector machines
    • Mar
    • C.-W. Hsu and C.-J. Lin, "A comparison of methods for multiclass support vector machines," IEEE Trans. Neural Netw., vol. 13, no. 2, pp. 415-425, Mar. 2002.
    • (2002) IEEE Trans. Neural Netw , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.-W.1    Lin, C.-J.2
  • 28
    • 0034296402 scopus 로고    scopus 로고
    • Generalized discriminant analysis using a kernel approach
    • Oct
    • G. Baudat and F. Anouar, "Generalized discriminant analysis using a kernel approach," Neural Comput., vol. 12, no. 10, pp. 2385-2404, Oct. 2000.
    • (2000) Neural Comput , vol.12 , Issue.10 , pp. 2385-2404
    • Baudat, G.1    Anouar, F.2
  • 29
    • 0003852679 scopus 로고    scopus 로고
    • Handwritten digit recognition by combined classifiers
    • M. van Breukelen, R. P. W. Duin, D. M. J. Tax, and J. E. den Hartog, "Handwritten digit recognition by combined classifiers," Kybernetika, vol. 34, no. 4, pp. 381-386, 1998.
    • (1998) Kybernetika , vol.34 , Issue.4 , pp. 381-386
    • van Breukelen, M.1    Duin, R.P.W.2    Tax, D.M.J.3    den Hartog, J.E.4
  • 31
    • 0031997059 scopus 로고    scopus 로고
    • Supervised classification in high dimensional space: Geometrical, statistical and asymptotical properties of multivariate data
    • Feb
    • L. O. Jimenez and D. A. Landgrebe, "Supervised classification in high dimensional space: Geometrical, statistical and asymptotical properties of multivariate data," IEEE Trans. Syst., Man, Cybern. C, Appl. Rev. vol. 28, no. 1, pp. 39-54, Feb. 1998.
    • (1998) IEEE Trans. Syst., Man, Cybern. C, Appl. Rev , vol.28 , Issue.1 , pp. 39-54
    • Jimenez, L.O.1    Landgrebe, D.A.2
  • 32
    • 0002493574 scopus 로고    scopus 로고
    • Sparse greedy matrix approximation for machine learning
    • P. Langley, Ed
    • A. J. Smola and B. Schölkopf, "Sparse greedy matrix approximation for machine learning," in Proc. ICML, P. Langley, Ed., 2000, pp. 911-918.
    • (2000) Proc. ICML , pp. 911-918
    • Smola, A.J.1    Schölkopf, B.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.