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Volumn 6, Issue , 2005, Pages

Learning a Mahalanobis metric from equivalence constraints

Author keywords

Clustering; Dimensionality reduction; Equivalence constraints; Metric learning; Side information

Indexed keywords

ALGORITHMS; APPROXIMATION THEORY; COMPUTATIONAL COMPLEXITY; DATA REDUCTION; MATRIX ALGEBRA; PROBLEM SOLVING;

EID: 21844457672     PISSN: 15337928     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article
Times cited : (500)

References (26)
  • 1
    • 0031187307 scopus 로고    scopus 로고
    • Face recognition: The problem of compensating for changes in illumination direction
    • Y. Adini, Y. Moses, and S. Ullman. Face recognition: The problem of compensating for changes in illumination direction. In proc. of IEEE PAMI, volume 19(7), pages 721-732, 1997.
    • (1997) Proc. of IEEE PAMI , vol.19 , Issue.7 , pp. 721-732
    • Adini, Y.1    Moses, Y.2    Ullman, S.3
  • 3
    • 0026586030 scopus 로고
    • A self-organising neural network that discovers surfaces in random-dot stereograms
    • S. Becker and G. E. Hinton. A self-organising neural network that discovers surfaces in random-dot stereograms. Nature, 355:161-163, 1992.
    • (1992) Nature , vol.355 , pp. 161-163
    • Becker, S.1    Hinton, G.E.2
  • 4
    • 0031185845 scopus 로고    scopus 로고
    • Eigenfaces vs. fisherfaces: Recognition using class specific linear projection
    • P. N. Belhumeur, J. Hespanha, and D. Kriegman. Eigenfaces vs. fisherfaces: Recognition using class specific linear projection. IEEE PAMI 8, 19(7):711-720, 1997.
    • (1997) IEEE PAMI 8 , vol.19 , Issue.7 , pp. 711-720
    • Belhumeur, P.N.1    Hespanha, J.2    Kriegman, D.3
  • 5
    • 0029411030 scopus 로고
    • An information-maximization approach to blind separation and blind deconvolution
    • A. J. Bell and T. J. Sejnowski. An information-maximization approach to blind separation and blind deconvolution. Neural Computation, 7(6): 1129-1159, 1995.
    • (1995) Neural Computation , vol.7 , Issue.6 , pp. 1129-1159
    • Bell, A.J.1    Sejnowski, T.J.2
  • 6
    • 14344264451 scopus 로고    scopus 로고
    • Integrating constraints and metric learning in semi-supervised clustering
    • Banff Canada. AAAI press. URL citeseer.ist.psu.edu/705723.html
    • M. Bilenko, S. Basu, and R.J Mooney. Integrating constraints and metric learning in semi-supervised clustering. In Proc. 21st International Conf. on Machine Learning, Banff Canada, 2004. AAAI press. URL citeseer.ist.psu.edu/ 705723.html.
    • (2004) Proc. 21st International Conf. on Machine Learning
    • Bilenko, M.1    Basu, S.2    Mooney, R.J.3
  • 9
    • 84898968536 scopus 로고    scopus 로고
    • Extracting relevant structures with side information
    • S Becker, S. Thrune, and K. Obermayer, editors. The MIT Press
    • G. Chechik and N. Tishby. Extracting relevant structures with side information. In S Becker, S. Thrune, and K. Obermayer, editors, Advances in Neural Information Processing Systems, volume 15. The MIT Press, 2003.
    • (2003) Advances in Neural Information Processing Systems , vol.15
    • Chechik, G.1    Tishby, N.2
  • 11
    • 11144325691 scopus 로고
    • Partial least squares regression: A tutorial
    • P. Geladi and B. Kowalski. Partial least squares regression: A tutorial. Analytica Chimica Acta, 185:1-17, 1986.
    • (1986) Analytica Chimica Acta , vol.185 , pp. 1-17
    • Geladi, P.1    Kowalski, B.2
  • 12
    • 85156250913 scopus 로고    scopus 로고
    • Discriminant adaptive nearest neighbor classification and regression
    • David S. Touretzky, Michael C. Mozer, and Michael E. Hasselmo, editors. The MIT Press
    • T. Hastie and R. Tibshirani. Discriminant adaptive nearest neighbor classification and regression. In David S. Touretzky, Michael C. Mozer, and Michael E. Hasselmo, editors, Advances in Neural Information Processing Systems, volume 8, pages 409-415. The MIT Press, 1996.
    • (1996) Advances in Neural Information Processing Systems , vol.8 , pp. 409-415
    • Hastie, T.1    Tibshirani, R.2
  • 14
    • 9444294778 scopus 로고    scopus 로고
    • From instance-level constraints to space-level constraints: Making the most of prior knowledge in data clustering
    • URL citeseer.nj.nec.com/klein02from.html
    • D. Klein, S. Kamvar, and C. Manning. From instance-level constraints to space-level constraints: Making the most of prior knowledge in data clustering. In Proc. 19th International Conf. on Machine Learning, 2002. URL citeseer.nj.nec.com/klein02from.html.
    • (2002) Proc. 19th International Conf. on Machine Learning
    • Klein, D.1    Kamvar, S.2    Manning, C.3
  • 15
    • 0003284798 scopus 로고
    • An application of the principle of maximum information preservation to linear systems
    • David S. Touretzky, editor. Morgan Kaufmann
    • R. Linsker. An application of the principle of maximum information preservation to linear systems. In David S. Touretzky, editor, Advances in Neural Information Processing Systems, pages 186-194. Morgan Kaufmann, 1989.
    • (1989) Advances in Neural Information Processing Systems , pp. 186-194
    • Linsker, R.1
  • 16
    • 2942611661 scopus 로고
    • Measures of multivariate skewness and kurtosis with applications
    • K. V. Mardia. Measures of multivariate skewness and kurtosis with applications. Biometrika, 36: 519-530, 1970.
    • (1970) Biometrika , vol.36 , pp. 519-530
    • Mardia, K.V.1
  • 17
    • 84950632109 scopus 로고
    • Objective criteria for the evaluation of clustering method
    • W. M. Rand. Objective criteria for the evaluation of clustering method. Journal of the American Statistical Association, 66(366):846-850, 1971.
    • (1971) Journal of the American Statistical Association , vol.66 , Issue.366 , pp. 846-850
    • Rand, W.M.1
  • 18
    • 84898968165 scopus 로고    scopus 로고
    • Computing gaussian mixture models with em using equivalence constraints
    • Sebastian Thrun, Lawrence Saul, and Bernhard Schölkopf, editors. MIT Press, Cambridge, MA
    • N. Shental, A. Bar-Hillel, T. Hertz, and D. Weinshall. Computing gaussian mixture models with em using equivalence constraints. In Sebastian Thrun, Lawrence Saul, and Bernhard Schölkopf, editors, Advances in Neural Information Processing Systems 16. MIT Press, Cambridge, MA, 2004.
    • (2004) Advances in Neural Information Processing Systems , vol.16
    • Shental, N.1    Bar-Hillel, A.2    Hertz, T.3    Weinshall, D.4
  • 19
    • 5044238103 scopus 로고    scopus 로고
    • Adjustment learning and relevant component analysis
    • A. Heyden, G. Sparr, M. Nielsen, and P. Johansen, editors
    • N. Shental, T. Hertz, D. Weinshall, and M. Pavel. Adjustment learning and relevant component analysis. In A. Heyden, G. Sparr, M. Nielsen, and P. Johansen, editors, 7th European Conference on Computer Vision, volume 4, 2002.
    • (2002) 7th European Conference on Computer Vision , vol.4
    • Shental, N.1    Hertz, T.2    Weinshall, D.3    Pavel, M.4
  • 20
    • 0034202338 scopus 로고    scopus 로고
    • Separating style and content with bilinear models
    • J. B. Tenenbaum and W. T. Freeman. Separating style and content with bilinear models. Neural Computation, 12(6): 1247-1283, 2000.
    • (2000) Neural Computation , vol.12 , Issue.6 , pp. 1247-1283
    • Tenenbaum, J.B.1    Freeman, W.T.2
  • 22
    • 85031124575 scopus 로고    scopus 로고
    • Is learning the n-th thing any easier than learning the first?
    • David S. Touretzky, Michael C. Mozer, and Michael E. Hasselmo, editors. The MIT Press
    • S. Thrun. Is learning the n-th thing any easier than learning the first? In David S. Touretzky, Michael C. Mozer, and Michael E. Hasselmo, editors, Advances in Neural Information Processing Systems, volume 8, pages 640-646. The MIT Press, 1996.
    • (1996) Advances in Neural Information Processing Systems , vol.8 , pp. 640-646
    • Thrun, S.1
  • 24
    • 0026384289 scopus 로고
    • Face recognition using eigenfaces
    • M. A. Turk and A.P Pentland. Face recognition using eigenfaces. In Proc. of IEEE CVPR, pages 586-591, 1991.
    • (1991) Proc. of IEEE CVPR , pp. 586-591
    • Turk, M.A.1    Pentland, A.P.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.