메뉴 건너뛰기




Volumn 22, Issue 10, 2013, Pages 3904-3915

Sparse tensor discriminant analysis

Author keywords

Face recognition; Feature extraction; Linear discriminant analysis; Sparse projections

Indexed keywords

CLOSED FORM SOLUTIONS; COMPETITIVE PERFORMANCE; LINEAR DISCRIMINANT ANALYSIS; OBJECTIVE FUNCTIONS; OPTIMIZATION TECHNIQUES; SMALL SAMPLE SIZE; SPARSE PROJECTIONS; SUB-SPACE METHODS;

EID: 84883801019     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2013.2264678     Document Type: Article
Times cited : (128)

References (50)
  • 2
    • 0035998835 scopus 로고    scopus 로고
    • Model-based clustering, discriminant analysis and density estimation
    • C. Fraley and A. E. Raftery, "Model-based clustering, discriminant analysis and density estimation," J. Amer. Stat. Assoc., vol. 97, no. 1, pp. 611-631, 2002.
    • (2002) J. Amer. Stat. Assoc. , vol.97 , Issue.1 , pp. 611-631
    • Fraley, C.1    Raftery, A.E.2
  • 3
    • 0742307398 scopus 로고    scopus 로고
    • Improving kernel fisher discriminant analysis for face recognition
    • Jun
    • Q. Liu, H. Lu, and S. Ma, "Improving kernel Fisher discriminant analysis for face recognition," IEEE Trans. Circuits Syst. Video Technol., vol. 14, no. 1, pp. 42-49, Jun. 2004.
    • (2004) IEEE Trans. Circuits Syst. Video Technol. , vol.14 , Issue.1 , pp. 42-49
    • Liu, Q.1    Lu, H.2    Ma, S.3
  • 5
    • 84975551912 scopus 로고
    • Low-dimensional procedure for characterization of human faces
    • Mar
    • L. Sirovich and M. Kirby, "Low-dimensional procedure for characterization of human faces," J. Opt. Soc. Amer., vol. 4, no. 3, pp. 519-524, Mar. 1987.
    • (1987) J. Opt. Soc. Amer. , vol.4 , Issue.3 , pp. 519-524
    • Sirovich, L.1    Kirby, M.2
  • 6
    • 0025236073 scopus 로고
    • Application of the Karhunen-Loeve procedure for the characterization of human faces
    • DOI 10.1109/34.41390
    • M. Kirby and L. Sirovich, "Application of the Karhunen-Loeve procedure for the characterization of human faces," IEEE Trans. Pattern Anal. Mach. Intell., vol. 12, no. 1, pp. 103-108, Jan. 1990. (Pubitemid 20653605)
    • (1990) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.12 , Issue.1 , pp. 103-108
    • Kirby, M.1    Sirovich, L.2
  • 7
    • 22844449044 scopus 로고
    • Eigenfaces for recognition
    • Jan
    • M. Turk, "Eigenfaces for recognition," J. Cognit. Neurosci., vol. 10, no. 9, pp. 358-386, Jan. 1991.
    • (1991) J. Cognit. Neurosci. , vol.10 , Issue.9 , pp. 358-386
    • Turk, M.1
  • 8
    • 0742268833 scopus 로고    scopus 로고
    • Two-dimensional pca: A new approach to appearance-based face representation and recognition
    • Jan
    • J. Yang, D. Zhang, A. F. Frangi, and J. Yang, "Two-dimensional PCA: A new approach to appearance-based face representation and recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 1, pp. 131-137, Jan. 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell. , vol.26 , Issue.1 , pp. 131-137
    • Yang, J.1    Zhang, D.2    Frangi, A.F.3    Yang, J.4
  • 9
    • 17444363017 scopus 로고    scopus 로고
    • Two-dimensional discriminant transform for face recognition
    • DOI 10.1016/j.patcog.2004.11.019, PII S0031320305000026
    • J. Yang, D. Zhang, X. Yong, and J. Yang, "Two-dimensional discriminant transform for face recognition," Pattern Recognit., vol. 38, no. 7, pp. 1125-1129, Jul. 2005. (Pubitemid 40537034)
    • (2005) Pattern Recognition , vol.38 , Issue.7 , pp. 1125-1129
    • Yang, J.1    Zhang, D.2    Yong, X.3    Yang, J.-Y.4
  • 10
    • 14644408830 scopus 로고    scopus 로고
    • 2D-LDA: A statistical linear discriminant analysis for image matrix
    • DOI 10.1016/j.patrec.2004.09.007, PII S0167865504002272
    • M. Li and B. Yuan, "2D-LDA: A statistical linear discriminant analysis for image matrix," Pattern Recognit. Lett., vol. 26, no. 5, pp. 527-532, Apr. 2005. (Pubitemid 40319616)
    • (2005) Pattern Recognition Letters , vol.26 , Issue.5 , pp. 527-532
    • Li, M.1    Yuan, B.2
  • 11
    • 30044447599 scopus 로고    scopus 로고
    • Generalized low rank approximations of matrices
    • DOI 10.1007/s10994-005-3561-6
    • J. Ye, "Generalized low rank approximations of matrices," Mach. Learn., vol. 61, nos. 1-3, pp. 167-191, Nov. 2005. (Pubitemid 43049367)
    • (2005) Machine Learning , vol.61 , Issue.1-3 , pp. 167-191
    • Ye, J.1
  • 12
    • 27244450132 scopus 로고    scopus 로고
    • Two-dimensional linear discriminant analysis
    • Jul
    • J. Ye, R. Janardan, and Q. Li, "Two-dimensional linear discriminant analysis," Adv. Neural Inf. Process. Syst., vol. 17, pp. 1569-1576, Jul. 2004.
    • (2004) Adv. Neural Inf. Process. Syst. , vol.17 , pp. 1569-1576
    • Ye, J.1    Janardan, R.2    Li, Q.3
  • 13
    • 33746804077 scopus 로고    scopus 로고
    • Bidirectional PCA with assembled matrix distance metric for image recognition
    • DOI 10.1109/TSMCB.2006.872274
    • W. Zuo, D. Zhang, and K. Wang, "Bidirectional PCA with assembled matrix distance metric for image recognition.," IEEE Trans. Syst., Man, Cybern. Part B, Cybern., vol. 36, no. 4, pp. 863-872, Aug. 2006. (Pubitemid 44178155)
    • (2006) IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics , vol.36 , Issue.4 , pp. 863-872
    • Zuo, W.1    Zhang, D.2    Wang, K.3
  • 14
    • 33746826432 scopus 로고    scopus 로고
    • BDPCA plus lda: A novel fast feature extraction technique for face recognition
    • Apr
    • W. Zuo, D. Zhang, J. Yang, and K. Wang, "BDPCA plus LDA: A novel fast feature extraction technique for face recognition," IEEE Trans. Syst., Man, Cybern. Part B, Cybern., vol. 36, no. 4, pp. 946-952, Apr. 2006.
    • (2006) IEEE Trans. Syst., Man, Cybern. Part B, Cybern. , vol.36 , Issue.4 , pp. 946-952
    • Zuo, W.1    Zhang, D.2    Yang, J.3    Wang, K.4
  • 15
    • 27844449908 scopus 로고    scopus 로고
    • 2 PCA: Two-directional two-dimensional PCA for efficient face representation and recognition
    • DOI 10.1016/j.neucom.2005.06.004, PII S0925231205001785
    • D. Zhang and Z. Zhou, "(2D)2PCA: Two-directional Two-dimensional PCA for efficient face representation and recogntion," Neurocomputing, vol. 69, nos. 1-3, pp. 224-231, Dec. 2005. (Pubitemid 41644433)
    • (2005) Neurocomputing , vol.69 , Issue.1-3 , pp. 224-231
    • Zhang, D.1    Zhou, Z.-H.2
  • 17
    • 0036055687 scopus 로고    scopus 로고
    • Orthogonal tensor decompositions
    • T. G. Kolda, "Orthogonal tensor decompositions," SIAM J. Matrix Anal. Appl., vol. 23, no. 1, pp. 243-255, 2001.
    • (2001) SIAM J. Matrix Anal. Appl. , vol.23 , Issue.1 , pp. 243-255
    • Kolda, T.G.1
  • 23
    • 67649389425 scopus 로고    scopus 로고
    • A unified tensor framework for face recognition
    • Nov
    • S. Rana, W. Liu, M. Lazarescu, and S. Venkatesh, "A unified tensor framework for face recognition," Pattern Recognit., vol. 42, no. 11, pp. 2850-2862, Nov. 2009.
    • (2009) Pattern Recognit. , vol.42 , Issue.11 , pp. 2850-2862
    • Rana, S.1    Liu, W.2    Lazarescu, M.3    Venkatesh, S.4
  • 24
    • 55149087688 scopus 로고    scopus 로고
    • Reconstruction and recogntition of tensor-based objects with concurrent subspaces analysis
    • Jan
    • D. Xu, S. Yan, L. Zhang, S. Lin, H. Zhang, and T. S. Huang, "Reconstruction and recogntition of tensor-based objects with concurrent subspaces analysis," IEEE Trans. Circuits Syst. Video Technol., vol. 18, no. 1, pp. 36-47, Jan. 2008.
    • (2008) IEEE Trans. Circuits Syst. Video Technol. , vol.18 , Issue.1 , pp. 36-47
    • Xu, D.1    Yan, S.2    Zhang, L.3    Lin, S.4    Zhang, H.5    Huang, T.S.6
  • 25
    • 38749143022 scopus 로고    scopus 로고
    • MPCA: Multilinear principal component analysis of tensor objects
    • DOI 10.1109/TNN.2007.901277
    • H. Lu, K. N. K. Plataniotis, and A. N. Venetsanopoulos, "MPCA: Multilinear principal component analysis of tensor objects," IEEE Trans. Neural Netw., vol. 19, no. 1, pp. 18-39, Jan. 2008. (Pubitemid 351279223)
    • (2008) IEEE Transactions on Neural Networks , vol.19 , Issue.1 , pp. 18-39
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 26
    • 75549085623 scopus 로고    scopus 로고
    • Uncorrelated multilinear principal component analysis for unsupervised multilinear subspace learning
    • Nov
    • H. Lu, K. N. K. Plataniotis, and A. N. Venetsanopoulos, "Uncorrelated multilinear principal component analysis for unsupervised multilinear subspace learning," IEEE Trans. Neura Netw., vol. 20, no. 11, pp. 1820-1836, Nov. 2009.
    • (2009) IEEE Trans. Neura Netw. , vol.20 , Issue.11 , pp. 1820-1836
    • Lu, H.1    Plataniotis, K.N.K.2    Venetsanopoulos, A.N.3
  • 27
  • 28
    • 58649095928 scopus 로고    scopus 로고
    • Uncorrelated multilinear discriminant analysis with regularization and aggregation for tensor object recognition
    • Jan
    • H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Uncorrelated multilinear discriminant analysis with regularization and aggregation for tensor object recognition," IEEE Trans. Neural Netw., vol. 20, no. 1, pp. 103-123, Jan. 2009.
    • (2009) IEEE Trans. Neural Netw. , vol.20 , Issue.1 , pp. 103-123
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 29
    • 36048992886 scopus 로고    scopus 로고
    • General tensor discriminant analysis and gabor features for gait recognition
    • Oct
    • D. Tao, X. Li, X. Wu, and S. J. Maybank, "General tensor discriminant analysis and gabor features for gait recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 10, pp. 1700-17015, Oct. 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell. , vol.29 , Issue.10 , pp. 1700-17015
    • Tao, D.1    Li, X.2    Wu, X.3    Maybank, S.J.4
  • 31
    • 77952545688 scopus 로고    scopus 로고
    • Maximum margin criterion with tensor representation
    • Jun
    • R.-X. Hu, W. Jia, D.-S. Huang, and Y.-K. Lei, "Maximum margin criterion with tensor representation," Neurocomputing, vol. 73, nos. 10-12, pp. 1541-1549, Jun. 2010.
    • (2010) Neurocomputing , vol.73 , Issue.10-12 , pp. 1541-1549
    • Hu, R.-X.1    Jia, W.2    Huang, D.-S.3    Lei, Y.-K.4
  • 32
    • 33144458972 scopus 로고    scopus 로고
    • Efficient and robust feature extraction by maximum margin criterion
    • DOI 10.1109/TNN.2005.860852
    • H. Li, T. Jiang, and K. Zhang, "Efficient and robust feature extraction by maximum margin criterion," IEEE Trans. Neural Netw., vol. 17, no. 1, pp. 157-165, Jan. 2006. (Pubitemid 43263948)
    • (2006) IEEE Transactions on Neural Networks , vol.17 , Issue.1 , pp. 157-165
    • Li, H.1    Jiang, T.2    Zhang, K.3
  • 33
    • 34147119092 scopus 로고    scopus 로고
    • Tensor discriminant analysis for view-based object recognition
    • DOI 10.1109/ICPR.2006.1106, 1699462, Proceedings - 18th International Conference on Pattern Recognition, ICPR 2006
    • Y. Wang and S. Gong, "Tensor discriminant analysis for view-based object recognition," in Proc. Int. Conf. Pattern Recognit., vol. 3. 2006, pp. 33-36. (Pubitemid 46553059)
    • (2006) Proceedings - International Conference on Pattern Recognition , vol.3 , pp. 33-36
    • Wang, Y.1    Gong, S.2
  • 34
    • 79952194000 scopus 로고    scopus 로고
    • A survey of multilinear subspace learning for tensor data
    • Jul
    • H. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "A survey of multilinear subspace learning for tensor data," Pattern Recognit., vol. 44, no. 7, pp. 1540-1551, Jul. 2011.
    • (2011) Pattern Recognit. , vol.44 , Issue.7 , pp. 1540-1551
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 35
    • 55149087688 scopus 로고    scopus 로고
    • Reconstruction and recognition of tensor-based objects with concurrent subspaces analysis
    • Jan
    • S. Lin and T. S. Huang, "Reconstruction and recognition of tensor-based objects with concurrent subspaces analysis," IEEE Trans. Circuits Syst. Video Technol., vol. 18, no. 1, pp. 36-47, Jan. 2008.
    • (2008) IEEE Trans. Circuits Syst. Video Technol. , vol.18 , Issue.1 , pp. 36-47
    • Lin, S.1    Huang, T.S.2
  • 37
    • 85194972808 scopus 로고    scopus 로고
    • Regression shrinkage and selection via the lasso
    • R. Tibshirani, "Regression shrinkage and selection via the lasso," J. Royal Stat. Soci., Ser. B (Stat. Methodol.), vol. 58, no. 1, pp. 267-288, 1996.
    • (1996) J. Royal Stat. Soci., Ser. B (Stat. Methodol.) , vol.58 , Issue.1 , pp. 267-288
    • Tibshirani, R.1
  • 42
    • 61849100967 scopus 로고    scopus 로고
    • Sparse linear discriminant analysis with applications to high dimensional low sample size data
    • Jan
    • Z. Qiao, L. Zhou, and J. Z. Huang, "Sparse linear discriminant analysis with applications to high dimensional low sample size data," IAENG Int. J. Appl. Math., vol. 39, no. 1, pp. 48-60, Jan. 2009.
    • (2009) IAENG Int. J. Appl. Math. , vol.39 , Issue.1 , pp. 48-60
    • Qiao, Z.1    Zhou, L.2    Huang, J.Z.3
  • 44
    • 48249100881 scopus 로고    scopus 로고
    • Algorithms for sparse nonnegative tucker decompositions
    • Aug
    • M. Mørup, L. K. Hansen, and S. M. Arnfred, "Algorithms for sparse nonnegative Tucker decompositions," Neural Comput., vol. 20, no. 8, pp. 2112-2131, Aug. 2008.
    • (2008) Neural Comput. , vol.20 , Issue.8 , pp. 2112-2131
    • Mørup, M.1    Hansen, L.K.2    Arnfred, S.M.3
  • 45
    • 80052781908 scopus 로고    scopus 로고
    • Sparse non-negative tensor factorization using columnwise coordinate descent
    • Jan
    • J. Liu, J. Liu, P. Wonka, and J. Ye, "Sparse non-negative tensor factorization using columnwise coordinate descent," Pattern Recognit., vol. 45, no. 1, pp. 649-656, Jan. 2012.
    • (2012) Pattern Recognit. , vol.45 , Issue.1 , pp. 649-656
    • Liu, J.1    Liu, J.2    Wonka, P.3    Ye, J.4
  • 47
    • 78149327155 scopus 로고    scopus 로고
    • Tensor distance based multilinear locality-preserved maximum information embedding
    • Nov
    • Y. Liu, Y. Liu, and K. C. C. Chan, "Tensor distance based multilinear locality-preserved maximum information embedding," IEEE Trans. Neural Netw., vol. 21, no. 11, pp. 1848-1854, Nov. 2010.
    • (2010) IEEE Trans. Neural Netw. , vol.21 , Issue.11 , pp. 1848-1854
    • Liu, Y.1    Liu, Y.2    Chan, K.C.C.3
  • 48
    • 36348982900 scopus 로고    scopus 로고
    • Marginal fisher analysis and its variants for human gait recognition and content- based image retrieval
    • DOI 10.1109/TIP.2007.906769
    • D. Xu, S. Yan, D. Tao, S. Lin, and H.-J. Zhang, "Marginal Fisher analysis and its variants for human gait recognition and content-based image retrieval," IEEE Trans. Image Process., vol. 16, no. 11, pp. 2811-2821, Nov. 2007. (Pubitemid 350141853)
    • (2007) IEEE Transactions on Image Processing , vol.16 , Issue.11 , pp. 2811-2821
    • Xu, D.1    Yan, S.2    Tao, D.3    Lin, S.4    Zhang, H.-J.5
  • 50
    • 0347380229 scopus 로고    scopus 로고
    • The cmu pose, illumination, and expression database
    • Dec
    • T. Sim, S. Baker, and M. Bsat, "The CMU pose, illumination, and expression database," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 12, pp. 1615-1618, Dec. 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell. , vol.25 , Issue.12 , pp. 1615-1618
    • Sim, T.1    Baker, S.2    Bsat, M.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.