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Volumn 21, Issue 4, 2010, Pages 551-570

Penalized preimage learning in kernel principal component analysis

Author keywords

Kernel; Kernel principal component analysis (KPCA); Locality preservation; Penalty function; Preimage problem

Indexed keywords

COMBINATION WEIGHTS; CONDITIONAL MUTUAL INFORMATION; CONVEXITY CONSTRAINT; DATA RANGES; FACE IMAGES; FACIAL EXPRESSIONS; FEATURE SPACE; FEATURE VECTORS; ILL POSED; ILLUMINATION NORMALIZATION; IMAGE PREPROCESSING; INPUT DATAS; KERNEL METHODS; KERNEL PRINCIPAL COMPONENT ANALYSIS; LAPLACIAN PENALTY; LEARNING PROCESS; OBSERVED SAMPLES; OPEN PROBLEMS; OPTIMIZATION FUNCTION; PENALIZED FUNCTIONS; PENALTY FUNCTION; PRE-IMAGE PROBLEM; PREIMAGES; RECONSTRUCTED IMAGE; RIDGE PENALTY; VISUAL QUALITIES;

EID: 77950860472     PISSN: 10459227     EISSN: None     Source Type: Journal    
DOI: 10.1109/TNN.2009.2039647     Document Type: Article
Times cited : (50)

References (27)
  • 1
    • 0025236073 scopus 로고
    • Application of the Karhunen-Loeve procedure for the characterization of human faces
    • Jan.
    • 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.
    • (1990) IEEE Trans. Pattern Anal. Mach. Intell. , vol.12 , Issue.1 , pp. 103-108
    • Kirby, M.1    Sirovich, L.2
  • 2
    • 0347243182 scopus 로고    scopus 로고
    • Nonlinear component analysis as a kernel eigenvalue problem
    • B. Schölkopf, A. Smola, and K. R. Müller, "Nonlinear component analysis as a kernel eigenvalue problem," Neural Comput., vol.10, pp. 1299-1319, 1998.
    • (1998) Neural Comput , vol.10 , pp. 1299-1319
    • Schölkopf, B.1    Smola, A.2    Müller, K.R.3
  • 6
    • 9244258603 scopus 로고    scopus 로고
    • The pre-image problem in kernel methods
    • Nov.
    • J. T. Kwok and I. W. Tsang, "The pre-image problem in kernel methods," IEEE Trans. Neural Netw., vol.15, no.6, pp. 1517-1525, Nov. 2004.
    • (2004) IEEE Trans. Neural Netw. , vol.15 , Issue.6 , pp. 1517-1525
    • Kwok, J.T.1    Tsang, I.W.2
  • 8
    • 34047218617 scopus 로고    scopus 로고
    • Regularized locality preserving learning of pre-image problem in kernel principal component analysis
    • W.-S. Zheng and J. H. Lai, "Regularized locality preserving learning of pre-image problem in kernel principal component analysis," in Proc. 18th Int. Conf. Pattern Recognit., 2006, vol.2, pp. 456-459.
    • (2006) Proc. 18th Int. Conf. Pattern Recognit. , vol.2 , pp. 456-459
    • Zheng, W.-S.1    Lai, J.H.2
  • 9
    • 34047193777 scopus 로고    scopus 로고
    • Weakly supervised learning on pre-image problem in kernel methods
    • W.-S. Zheng, J. H. Lai, and P. C. Yuen, "Weakly supervised learning on pre-image problem in kernel methods," in Proc. 18th Int. Conf. Pattern Recognit., 2006, vol.2, pp. 711-715.
    • (2006) Proc. 18th Int. Conf. Pattern Recognit. , vol.2 , pp. 711-715
    • Zheng, W.-S.1    Lai, J.H.2    Yuen, P.C.3
  • 11
    • 25844445939 scopus 로고    scopus 로고
    • Iterative kernel principal component analysis for image modeling
    • Sep.
    • K. I. Kim, M. O. Franz, and B. Schölkopf, "Iterative kernel principal component analysis for image modeling," IEEE Trans. Pattern Anal. Mach. Intell., vol.27, no.9, pp. 1351-1366, Sep. 2005.
    • (2005) IEEE Trans. Pattern Anal. Mach. Intell. , vol.27 , Issue.9 , pp. 1351-1366
    • Kim, K.I.1    Franz, M.O.2    Schölkopf, B.3
  • 14
    • 0034704222 scopus 로고    scopus 로고
    • Nonlinear dimensionality reduction by locally linear embedding
    • S. T. Roweis and L. K. Saul, "Nonlinear dimensionality reduction by locally linear embedding," Science, vol.290, pp. 2323-2326, 2000.
    • (2000) Science , vol.290 , pp. 2323-2326
    • Roweis, S.T.1    Saul, L.K.2
  • 15
    • 0034704229 scopus 로고    scopus 로고
    • A global geometric framework for nonlinear dimensionality reduction
    • J. B. Tenenbaum, V. D. Silvam, and J. C. Langford, "A global geometric framework for nonlinear dimensionality reduction," Science, vol.290, pp. 2319-2323, 2000.
    • (2000) Science , vol.290 , pp. 2319-2323
    • Tenenbaum, J.B.1    Silvam, V.D.2    Langford, J.C.3
  • 16
    • 0042378381 scopus 로고    scopus 로고
    • Laplacian eigenmaps for dimensionality reduction and data representation
    • M. Belkin and P. Niyogi, "Laplacian eigenmaps for dimensionality reduction and data representation," Neural Comput., vol.15, pp. 1373-1396, 2003.
    • (2003) Neural Comput , vol.15 , pp. 1373-1396
    • Belkin, M.1    Niyogi, P.2
  • 18
    • 0029326946 scopus 로고
    • On discontinuity-adaptive smoothness priors in computer vision
    • Jun.
    • S. Z. Li, "On discontinuity-adaptive smoothness priors in computer vision," IEEE Trans. Pattern Anal. Mach. Intell., vol.17, no.6, pp. 576-586, Jun. 1995.
    • (1995) IEEE Trans. Pattern Anal. Mach. Intell. , vol.17 , Issue.6 , pp. 576-586
    • Li, S.Z.1
  • 19
    • 21844486429 scopus 로고
    • Penalized discriminant analysis
    • T. Hastie, A. Buja, and R. Tibshirani, "Penalized discriminant analysis," Ann. Stat., vol.23, pp. 73-110, 1995.
    • (1995) Ann. Stat. , vol.23 , pp. 73-110
    • Hastie, T.1    Buja, A.2    Tibshirani, R.3
  • 20
    • 0035250305 scopus 로고    scopus 로고
    • Recognizing action units for facial expression analysis
    • Feb.
    • Y.-l. Tian, T. Kanade, and J. F. Cohn, "Recognizing action units for facial expression analysis," IEEE Trans. Pattern Anal. Mach. Intell., vol.23, no.2, pp. 97-115, Feb. 2001.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell. , vol.23 , Issue.2 , pp. 97-115
    • Tian, Y.-L.1    Kanade, T.2    Cohn, J.F.3
  • 21
    • 0035363672 scopus 로고    scopus 로고
    • From few to many: Illumination cone models for face recognition under variable lighting and pose
    • Jun.
    • A. S. Georghiades, P. N. Belhumeur, and D. J. Kriegman, "From few to many: Illumination cone models for face recognition under variable lighting and pose," IEEE Trans. Pattern Anal. Mach. Intell., vol.23, no.6, pp. 643-660, Jun. 2001.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell. , vol.23 , Issue.6 , pp. 643-660
    • Georghiades, A.S.1    Belhumeur, P.N.2    Kriegman, D.J.3
  • 22
    • 3042674061 scopus 로고    scopus 로고
    • Gabor-based kernel PCA with fractional power polynomial models for face recognition
    • May
    • C. Liu, "Gabor-based kernel PCA with fractional power polynomial models for face recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol.26, no.5, pp. 572-581, May 2004.
    • (2004) IEEE Trans. Pattern Anal. Mach. Intell. , vol.26 , Issue.5 , pp. 572-581
    • Liu, C.1
  • 24
    • 0035248927 scopus 로고    scopus 로고
    • The quotient image: Class-based re-rendering and recognition with varying illuminations
    • Feb.
    • A. Shashua and T. Riklin-Raviv, "The quotient image: Class-based re-rendering and recognition with varying illuminations," IEEE Trans. Pattern Anal. Mach. Intell., vol.23, no.2, pp. 129-139, Feb. 2001.
    • (2001) IEEE Trans. Pattern Anal. Mach. Intell. , vol.23 , Issue.2 , pp. 129-139
    • Shashua, A.1    Riklin-Raviv, T.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.