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Volumn 7, Issue 10, 2011, Pages 6019-6040

A fast incremental multilinear Principal Component analysis algorithm

Author keywords

Fast principal component analysis; Incremental subspace learning; Mean update; Multilinear principal component analysis; Sequential Karhunen Loeve algorithm

Indexed keywords

INCREMENTAL FACE RECOGNITION SYSTEM; KARHUNEN-LOEVE; MATHEMATICAL FOUNDATIONS; MEAN UPDATE; PRINCIPAL COMPONENTS; REAL-WORLD APPLICATION; SUBSPACE LEARNING; THEORETICAL FOUNDATIONS;

EID: 80053535064     PISSN: 13494198     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (7)

References (35)
  • 1
    • 33747738463 scopus 로고
    • Singular value decomposition and least squares solutions
    • G. H. Golub and C. Reinsch, Singular value decomposition and least squares solutions, Numer. Math., vol.14, no.5, pp.403-420, 1970.
    • (1970) Numer. Math , vol.14 , Issue.5 , pp. 403-420
    • Golub, G.H.1    Reinsch, C.2
  • 2
    • 0034247885 scopus 로고    scopus 로고
    • Sequential Karhunen-Loeve basis extraction and its application to images
    • A. Levy and M. Lindenbaum, Sequential Karhunen-Loeve basis extraction and its application to images, IEEE Trans. Image Process., vol.9, no.8, 2002.
    • (2002) IEEE Trans. Image Process , vol.9 , Issue.8
    • Levy, A.1    Lindenbaum, M.2
  • 3
    • 80053486412 scopus 로고    scopus 로고
    • Sequential Karhunen-Loeve basis extraction and its application to images
    • D. Ross, J. Lim, R. Lin and M. Yang, Sequential Karhunen-Loeve basis extraction and its application to images, Int. J. of Comput. Vision, 2007.
    • (2007) Int. J. of Comput. Vision
    • Ross, D.1    Lim, J.2    Lin, R.3    Yang, M.4
  • 4
    • 33746803683 scopus 로고    scopus 로고
    • A novel incremental principal component analysis and its application for face recognition
    • H. Zhao, P. C. Yuen and J. T. Kwok, A novel incremental principal component analysis and its application for face recognition, IEEE Trans. Syst. Man Cybern. B, Cybern., vol.36, no.4, 2006.
    • (2006) IEEE Trans. Syst. Man Cybern. B, Cybern , vol.36 , Issue.4
    • Zhao, H.1    Yuen, P.C.2    Kwok, J.T.3
  • 5
    • 34249337437 scopus 로고    scopus 로고
    • Incremental kernel principal component analysis
    • T. Chin and D. Suter, Incremental kernel principal component analysis, IEEE Trans. Image Process., vol.16, no.6, 2006.
    • (2006) IEEE Trans. Image Process , vol.16 , Issue.6
    • Chin, T.1    Suter, D.2
  • 7
    • 67650175995 scopus 로고    scopus 로고
    • Fast principal component extraction using givens rotations
    • S. Bartelmaos and K. Abed-Meraim, Fast principal component extraction using givens rotations, IEEE Signal Processing Letters, vol.15, pp.369-372, 2008.
    • (2008) IEEE Signal Processing Letters , vol.15 , pp. 369-372
    • Bartelmaos, S.1    Abed-Meraim, K.2
  • 8
    • 77952548066 scopus 로고    scopus 로고
    • Multilinear principal component analysis for face recognition with fewer features
    • J. Wang, A. Barreto, L. Wang, Y. Chen, N. Rishe, J. Andrian and M. Adjouadi, Multilinear principal component analysis for face recognition with fewer features, Neurocomputing, vol.73, no.10-12, pp.1550-1555, 2010.
    • (2010) Neurocomputing , vol.73 , Issue.10-12 , pp. 1550-1555
    • Wang, J.1    Barreto, A.2    Wang, L.3    Chen, Y.4    Rishe, N.5    Andrian, J.6    Adjouadi, M.7
  • 9
    • 38349091931 scopus 로고    scopus 로고
    • A tensor approximation approach to dimensionality reduction
    • H. Wang and N. Ahuja, A tensor approximation approach to dimensionality reduction, Int. J. of Comput. Vision, vol.76, no.3, pp.217-229, 2008.
    • (2008) Int. J. of Comput. Vision , vol.76 , Issue.3 , pp. 217-229
    • Wang, H.1    Ahuja, N.2
  • 10
    • 38749143022 scopus 로고    scopus 로고
    • MPCA: Multilinear principal component analysis for tensor objects
    • H. Lu, K. N. Plataniotis and A. N. Venetsanopoulos, MPCA: Multilinear principal component analysis for tensor objects, IEEE Trans. Neural Netw. vol.19, no.1, pp.18-39, 2008.
    • (2008) IEEE Trans. Neural Netw , vol.19 , Issue.1 , pp. 18-39
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 13
    • 49149087192 scopus 로고    scopus 로고
    • Incremental learning of chunk data for online pattern classification systems
    • S. Ozawa, S. Pang and N. Kasabov, Incremental learning of chunk data for online pattern classification systems, IEEE Trans. Neural Netw., vol.19, no.6, pp.1061-1074, 2008.
    • (2008) IEEE Trans. Neural Netw , vol.19 , Issue.6 , pp. 1061-1074
    • Ozawa, S.1    Pang, S.2    Kasabov, N.3
  • 14
    • 0036903144 scopus 로고    scopus 로고
    • Adding and subtracting eigenspaces with eigenvale decomposition and singular value decomposition
    • P. Hall, D. Marshall and R. Martin, Adding and subtracting eigenspaces with eigenvale decomposition and singular value decomposition, Image and Vision Computing, vol.20, no.13-14, pp.1009-1016, 2002.
    • (2002) Image and Vision Computing , vol.20 , Issue.13-14 , pp. 1009-1016
    • Hall, P.1    Marshall, D.2    Martin, R.3
  • 18
    • 34248183970 scopus 로고    scopus 로고
    • Fast principal component analysis using fixed-point algorithm
    • A. Sharma and K. K. Paliwal, Fast principal component analysis using fixed-point algorithm, Pattern Recognition Letters, vol.28, pp.1151-1155, 2007.
    • (2007) Pattern Recognition Letters , vol.28 , pp. 1151-1155
    • Sharma, A.1    Paliwal, K.K.2
  • 19
    • 0346307721 scopus 로고    scopus 로고
    • A fast fixed-point algorithm for independent component analysis
    • A. Hyv̈ainen and E. Oja, A fast fixed-point algorithm for independent component analysis, Neural Comput., vol.9, no.7, pp.1483-1492, 1997.
    • (1997) Neural Comput , vol.9 , Issue.7 , pp. 1483-1492
    • Hyv̈ainen, A.1    Oja, E.2
  • 23
    • 77950904187 scopus 로고    scopus 로고
    • AT&T
    • AT&T, The Database of Faces, http://www.cl.cam.ac.uk/research/dtg/attarchive/facedatabase.html.
    • The Database of Faces
  • 25
    • 0026065565 scopus 로고
    • Eigenfaces for recognition
    • M. Turk and A. Pentland, Eigenfaces for recognition, J. Cognitive Neuroscience, vol.3, no.1, pp.71-86, 1991.
    • (1991) J. Cognitive Neuroscience , vol.3 , Issue.1 , pp. 71-86
    • Turk, M.1    Pentland, A.2
  • 26
    • 0036449633 scopus 로고    scopus 로고
    • Principal angles between subspaces in an a-based scalar product: Algorithms and perturbation estimates
    • A. V. Knyazev and M. E. Argentati, Principal angles between subspaces in an a-based scalar product: Algorithms and perturbation estimates, SIAM J. Sci. Comput., vol.23, no.6, pp.2009-2041, 2002.
    • (2002) SIAM J. Sci. Comput , vol.23 , Issue.6 , pp. 2009-2041
    • Knyazev, A.V.1    Argentati, M.E.2
  • 27
    • 80052692865 scopus 로고    scopus 로고
    • University of Essex, UK
    • Face Recognition Data, University of Essex, UK, http://cswww.essex.ac.uk/mv/allfaces/index.html.
    • Face Recognition Data
  • 29
    • 0034298494 scopus 로고    scopus 로고
    • An analytical approach to signal reconstruction using gaussian approximations applied to randomly generated and flow cytometric data
    • M. Adjouadi, C. Reyes, P. Vidal and A. Barreto, An analytical approach to signal reconstruction using gaussian approximations applied to randomly generated and flow cytometric data, IEEE Transactions on Signal Processing, vol.48, no.10, pp.2839-2849, 2000.
    • (2000) IEEE Transactions on Signal Processing , vol.48 , Issue.10 , pp. 2839-2849
    • Adjouadi, M.1    Reyes, C.2    Vidal, P.3    Barreto, A.4
  • 30
    • 0031248916 scopus 로고    scopus 로고
    • A similarity measure for stereo feature matching
    • F. Candocia and M. Adjouadi, A similarity measure for stereo feature matching, IEEE Transactions on Image Processing, vol.6, no.10, pp.1460-1464, 1997.
    • (1997) IEEE Transactions on Image Processing , vol.6 , Issue.10 , pp. 1460-1464
    • Candocia, F.1    Adjouadi, M.2
  • 32
    • 0026832796 scopus 로고
    • A man-machine vision interface for sensing the environment
    • M. Adjouadi, A man-machine vision interface for sensing the environment, Journal of Rehabilitation Research and Development, vol.29, no.2, pp.57-76, 1992.
    • (1992) Journal of Rehabilitation Research and Development , vol.29 , Issue.2 , pp. 57-76
    • Adjouadi, M.1
  • 33
    • 77953902845 scopus 로고    scopus 로고
    • Combining scale invaraint feature transform with principal component analysis in face recognition
    • S. D. Lin, J. Lin and C. Chiang, Combining scale invaraint feature transform with principal component analysis in face recognition, ICIC Express Letters, vol.3, no.4(A), pp.927-932, 2009.
    • (2009) ICIC Express Letters , vol.3 , Issue.4 A , pp. 927-932
    • Lin, S.D.1    Lin, J.2    Chiang, C.3
  • 34
    • 71149093447 scopus 로고    scopus 로고
    • Application of principal component analysis to radial-basis function committee machine for face recognition
    • C. Chang and H. Hse, Application of principal component analysis to radial-basis function committee machine for face recognition, International Journal of Innovative Computing, Information and Control, vol.5, no.11(B), pp.4145-4154, 2009.
    • (2009) International Journal of Innovative Computing, Information and Control , vol.5 , Issue.11 B , pp. 4145-4154
    • Chang, C.1    Hse, H.2
  • 35
    • 70349513473 scopus 로고    scopus 로고
    • Kernel optimization-based discriminant analysis for face recognition
    • J. Li, J. Pan and Z. Lu, Kernel optimization-based discriminant analysis for face recognition, Neural Computing and Applications, vol.18, no.6, pp.603-612, 2009.
    • (2009) Neural Computing and Applications , vol.18 , Issue.6 , pp. 603-612
    • Li, J.1    Pan, J.2    Lu, Z.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.