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Volumn 18, Issue 5, 2007, Pages 1442-1452

Bilinear analysis for Kernel selection and nonlinear feature extraction

Author keywords

Bilinear analysis; Discriminant analysis; Face recognition; Feature extraction; Fisher criterion; Kernel selection

Indexed keywords

ALGORITHMS; DISCRIMINANT ANALYSIS; FACE RECOGNITION; FISHER INFORMATION MATRIX; OPTIMIZATION;

EID: 34548626233     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2007.894042     Document Type: Article
Times cited : (35)

References (44)
  • 1
    • 0034296402 scopus 로고    scopus 로고
    • Generalized discrimmant analysis using a kernel approach
    • G. Baudat and F. Anouar, "Generalized discrimmant analysis using a kernel approach," Neural Comput., vol. 12, no. 10, pp. 2385-2404, 2000.
    • (2000) Neural Comput , vol.12 , Issue.10 , pp. 2385-2404
    • Baudat, G.1    Anouar, F.2
  • 3
    • 1942418944 scopus 로고    scopus 로고
    • Kernel design using boosting
    • Advances in Neural Information Processing Systems, Cambridge, MA: MIT Press
    • K. Crammer, J. Keshet, and Y. Singer, "Kernel design using boosting," in Advances in Neural Information Processing Systems, ser. 15. Cambridge, MA: MIT Press.
    • ser , vol.15
    • Crammer, K.1    Keshet, J.2    Singer, Y.3
  • 5
    • 2342622786 scopus 로고    scopus 로고
    • Leave one out error, stability, and generalization of voting combinations of classifiers
    • Apr
    • T. Evgeniou, M. Pontil, and A. Elisseeff, "Leave one out error, stability, and generalization of voting combinations of classifiers," Mach. Learn., vol. 55, no. 1, pp. 71-97, Apr. 2004.
    • (2004) Mach. Learn , vol.55 , Issue.1 , pp. 71-97
    • Evgeniou, T.1    Pontil, M.2    Elisseeff, A.3
  • 6
    • 14344262828 scopus 로고    scopus 로고
    • A fast iterative algorithm for Fisher discriminant using Heterogeneous kernels
    • Banff, Canada
    • G. Fung, M. Dundar, J. Bi, and B. Rao, "A fast iterative algorithm for Fisher discriminant using Heterogeneous kernels," in Proc. 21st Int. Conf. Mach. Learn., Banff, Canada, 2004, pp. 313-320.
    • (2004) Proc. 21st Int. Conf. Mach. Learn , pp. 313-320
    • Fung, G.1    Dundar, M.2    Bi, J.3    Rao, B.4
  • 7
    • 0036582564 scopus 로고    scopus 로고
    • Bayesian framework for least squares support vector machine classifiers, Gaussian process and kernel Fisher discriminant analysis
    • May
    • T. Gestel, J. Suyken, G. Lanckriet, A. Lambrechts, B. De Moor, and J. Vanderwalle, "Bayesian framework for least squares support vector machine classifiers, Gaussian process and kernel Fisher discriminant analysis," Neural Comput., vol. 15, no. 5, pp. 1115-1148, May 2002.
    • (2002) Neural Comput , vol.15 , Issue.5 , pp. 1115-1148
    • Gestel, T.1    Suyken, J.2    Lanckriet, G.3    Lambrechts, A.4    De Moor, B.5    Vanderwalle, J.6
  • 11
    • 1942452419 scopus 로고    scopus 로고
    • A kernel between sets of vectors
    • Washington, DC
    • R. Kondor and T. Jebara, "A kernel between sets of vectors," in Proc. 20th Int. Conf. Mach. Learn., Washington, DC, 2003, pp. 361-368.
    • (2003) Proc. 20th Int. Conf. Mach. Learn , pp. 361-368
    • Kondor, R.1    Jebara, T.2
  • 12
    • 33749246584 scopus 로고    scopus 로고
    • Optimal kernel selection in kernel Fisher discriminant analysis
    • Pittsburgh, PA
    • S. Kim, A. Magnani, and S. Boyd, "Optimal kernel selection in kernel Fisher discriminant analysis," in Proc. Int. Conf. Mach. Learn., Pittsburgh, PA, 2006, pp. 465-472.
    • (2006) Proc. Int. Conf. Mach. Learn , pp. 465-472
    • Kim, S.1    Magnani, A.2    Boyd, S.3
  • 13
    • 0025236073 scopus 로고
    • Application of the Karhunen-Loeve procedure for the characterization of human faces
    • Jan
    • M. Kirby and L. Sirovih, "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.
    • (1990) IEEE Trans. Pattern Anal. Mach. Intell , vol.12 , Issue.1 , pp. 103-108
    • Kirby, M.1    Sirovih, L.2
  • 14
    • 34548636003 scopus 로고    scopus 로고
    • Discriminant analysis with singular covariance matrices: Methods and applications to spectroscopic data
    • W. J. Krzanowski, P. Jonathan, W. V. McCarthy, and M. R. Thomas, "Discriminant analysis with singular covariance matrices: Methods and applications to spectroscopic data," Appl. Statist., no. 44, pp. 887-894, 2004.
    • (2004) Appl. Statist , Issue.44 , pp. 887-894
    • Krzanowski, W.J.1    Jonathan, P.2    McCarthy, W.V.3    Thomas, M.R.4
  • 16
    • 32544458804 scopus 로고    scopus 로고
    • Robust kernel discriminant analysis and its application to feature extraction and recognition
    • Z. Liang, D. Zhang, and P. Shi, "Robust kernel discriminant analysis and its application to feature extraction and recognition," Neurocomput., vol. 69, no. 7-9, pp. 928-933, 2006.
    • (2006) Neurocomput , vol.69 , Issue.7-9 , pp. 928-933
    • Liang, Z.1    Zhang, D.2    Shi, P.3
  • 17
    • 0742307398 scopus 로고    scopus 로고
    • Improving kernel Fisher discriminant analysis for face recognition
    • Jan
    • 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, Jan. 2004.
    • (2004) IEEE Trans. Circuits Syst. Video Technol , vol.14 , Issue.1 , pp. 42-49
    • Liu, Q.1    Lu, H.2    Ma, S.3
  • 18
    • 33746916014 scopus 로고    scopus 로고
    • Face recognition using kernel scatter-difference-based discriminant analysis
    • Jul
    • Q. Liu, X. Tang, H. Lu, and S. Ma, "Face recognition using kernel scatter-difference-based discriminant analysis," IEEE Trans. Neural Netw., vol. 17, no. 4, pp. 1081-1085, Jul. 2006.
    • (2006) IEEE Trans. Neural Netw , vol.17 , Issue.4 , pp. 1081-1085
    • Liu, Q.1    Tang, X.2    Lu, H.3    Ma, S.4
  • 19
    • 0037276932 scopus 로고    scopus 로고
    • Face recognition using kernel direct discriminant analysis algorithms
    • Jan
    • J. Lu, K. Plataniotis, and N. Venetsanopoulos, "Face recognition using kernel direct discriminant analysis algorithms," IEEE Trans. Neural Netw., vol. 14, no. 1, pp. 117-126, Jan. 2003.
    • (2003) IEEE Trans. Neural Netw , vol.14 , Issue.1 , pp. 117-126
    • Lu, J.1    Plataniotis, K.2    Venetsanopoulos, N.3
  • 21
    • 0006609612 scopus 로고    scopus 로고
    • Invariant feature extraction and classification in kernel spaces
    • Advances in Neural Information Processing Systems, Cambridge, MA: MIT Press
    • S. Mika, G. Ratsch, B. Scholkopf, A. Smola, J. Weston, and K. R. Muller, "Invariant feature extraction and classification in kernel spaces," in Advances in Neural Information Processing Systems, ser. 12. Cambridge, MA: MIT Press, 1999.
    • (1999) ser , vol.12
    • Mika, S.1    Ratsch, G.2    Scholkopf, B.3    Smola, A.4    Weston, J.5    Muller, K.R.6
  • 22
    • 0038633559 scopus 로고    scopus 로고
    • Constructing descriptive and discriminative nonlinear features: Rayleigh coefficients in kernel feature space
    • May
    • S. Mika, G. Ratsch, J. Weston, B. Scholkopf, A. Smola, and K. R. Muller, "Constructing descriptive and discriminative nonlinear features: Rayleigh coefficients in kernel feature space," IEEE Trans. Pattern Anal. Mach. Intell., vol. 25, no. 5, pp. 623-628, May 2003.
    • (2003) IEEE Trans. Pattern Anal. Mach. Intell , vol.25 , Issue.5 , pp. 623-628
    • Mika, S.1    Ratsch, G.2    Weston, J.3    Scholkopf, B.4    Smola, A.5    Muller, K.R.6
  • 23
    • 84898965347 scopus 로고    scopus 로고
    • A mathematical programming approach to the kernel Fisher algorithm
    • Cambridge, MA: MIT Press
    • S. Mika, G. Ratsch, and K. R. Muller, "A mathematical programming approach to the kernel Fisher algorithm," in Advances in Neural Information Processing Systems. Cambridge, MA: MIT Press, 2001, vol. 13, pp. 591-597.
    • (2001) Advances in Neural Information Processing Systems , vol.13 , pp. 591-597
    • Mika, S.1    Ratsch, G.2    Muller, K.R.3
  • 25
    • 33947201395 scopus 로고    scopus 로고
    • Olivetti and Oracle Research Laboratory, Cambridge, U.K, Online, Available
    • Olivetti and Oracle Research Laboratory, "The Olivetti and Oracle Research Laboratory face database of faces," Cambridge, U.K. [Online]. Available: http://www.cam-orl.co.uk/facedatabase.html
    • The Olivetti and Oracle Research Laboratory face database of faces
  • 26
    • 13844256704 scopus 로고    scopus 로고
    • Discriminative components of data
    • Jan
    • J. Peltonen and S. Kaski, "Discriminative components of data," IEEE Trans. Neural Netw., vol. 16, no. 1, pp. 68-83, Jan. 2005.
    • (2005) IEEE Trans. Neural Netw , vol.16 , Issue.1 , pp. 68-83
    • Peltonen, J.1    Kaski, S.2
  • 27
    • 0032045780 scopus 로고    scopus 로고
    • The FERET database and evaluation procedure for face recognition algorithms
    • P. J. Philips, H. Wechsler, J. Huang, and P. Rauss, "The FERET database and evaluation procedure for face recognition algorithms," Image Vis. Comput., vol. 16, pp. 295-306, 1998.
    • (1998) Image Vis. Comput , vol.16 , pp. 295-306
    • Philips, P.J.1    Wechsler, H.2    Huang, J.3    Rauss, P.4
  • 28
    • 84898984897 scopus 로고    scopus 로고
    • Nonlinear discriminant analysis using kernel functions
    • Cambridge, MA: MIT Press
    • V. Roth and V. Steinhage, "Nonlinear discriminant analysis using kernel functions," in Advances in Neural Information Processing Systems. Cambridge, MA: MIT Press, 2000, vol. 12, pp. 568-574.
    • (2000) Advances in Neural Information Processing Systems , vol.12 , pp. 568-574
    • Roth, V.1    Steinhage, V.2
  • 35
    • 4344569638 scopus 로고    scopus 로고
    • A unified framework for subspace face recognition
    • Sep
    • X. Wang and X. Tang, "A unified framework for subspace face recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 9, pp. 1222-1228, Sep. 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell , vol.26 , Issue.9 , pp. 1222-1228
    • Wang, X.1    Tang, X.2
  • 36
    • 33744962383 scopus 로고    scopus 로고
    • Random sampling for subspace face recognition
    • Oct
    • X. Wang and X. Tang, "Random sampling for subspace face recognition," Int. J. Comput. Vis., vol. 70, no. 1, pp. 91-104, Oct. 2006.
    • (2006) Int. J. Comput. Vis , vol.70 , Issue.1 , pp. 91-104
    • Wang, X.1    Tang, X.2
  • 38
    • 15344339935 scopus 로고    scopus 로고
    • Optimizing the kernel in the empirical feature space
    • Mar
    • H. Xiong, M. N. S. Swamy, and M. O. Ahmad, "Optimizing the kernel in the empirical feature space," IEEE Trans. Neural Netw., vol. 16, no. 2, pp. 460-474, Mar. 2005.
    • (2005) IEEE Trans. Neural Netw , vol.16 , Issue.2 , pp. 460-474
    • Xiong, H.1    Swamy, M.N.S.2    Ahmad, M.O.3
  • 39
    • 84905388890 scopus 로고    scopus 로고
    • Kernel eigenfaces vs. kernel Fisherfaces: Face recognition using kernel methods
    • Washington, D.C, May
    • M. H. Yang, "Kernel eigenfaces vs. kernel Fisherfaces: Face recognition using kernel methods," in Proc. 5th Int. Conf. Autom. Face Gesture Recognit., Washington, D.C., May 2002, pp. 215-220.
    • (2002) Proc. 5th Int. Conf. Autom. Face Gesture Recognit , pp. 215-220
    • Yang, M.H.1
  • 40
    • 14544297033 scopus 로고    scopus 로고
    • KPCA plus LDA: A complete kernel Fisher discriminant framework for feature extraction and recognition
    • Feb
    • J. Yang, A. F. Frangi, J. Yang, D. Zhang, and Z. Jin, "KPCA plus LDA: A complete kernel Fisher discriminant framework for feature extraction and recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 2, pp. 230-244, Feb. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell , vol.27 , Issue.2 , pp. 230-244
    • Yang, J.1    Frangi, A.F.2    Yang, J.3    Zhang, D.4    Jin, Z.5
  • 41
    • 3242767684 scopus 로고    scopus 로고
    • An optimization criterion for generalized discriminant analysis on undersampled problems
    • Aug
    • J. Ye, R. Jananrdan, C. H. Park, and H. Park, "An optimization criterion for generalized discriminant analysis on undersampled problems," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 8, pp. 982-994, Aug. 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell , vol.26 , Issue.8 , pp. 982-994
    • Ye, J.1    Jananrdan, R.2    Park, C.H.3    Park, H.4
  • 44
    • 13844299267 scopus 로고    scopus 로고
    • Foley-Sammon optimal discriminant vectors using kernel approach
    • Jan
    • W. Zheng, L. Zhao, and C. Zou, "Foley-Sammon optimal discriminant vectors using kernel approach," IEEE Trans. Neural Netw., vol. 16, no. 1, pp. 1-9, Jan. 2005.
    • (2005) IEEE Trans. Neural Netw , vol.16 , Issue.1 , pp. 1-9
    • Zheng, W.1    Zhao, L.2    Zou, C.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.