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Volumn 83, Issue 3, 2011, Pages 331-353

Sparse canonical correlation analysis

Author keywords

Canonical correlation analysis; Sparsity

Indexed keywords

CANONICAL CORRELATION ANALYSIS; DUAL REPRESENTATION; LEAST-SQUARES APPROACH; NOVEL METHODS; SEMANTIC SPACE; SPARSE SET; SPARSE SOLUTIONS; SPARSITY;

EID: 79958789783     PISSN: 08856125     EISSN: 15730565     Source Type: Journal    
DOI: 10.1007/s10994-010-5222-7     Document Type: Article
Times cited : (240)

References (35)
  • 2
    • 0011812771 scopus 로고    scopus 로고
    • Kernel independent component analysis
    • 1966051 10.1162/153244303768966085
    • F. Bach M. Jordan 2002 Kernel independent component analysis Journal of Machine Leaning Research 3 1 48 1966051 10.1162/153244303768966085
    • (2002) Journal of Machine Leaning Research , vol.3 , pp. 1-48
    • Bach, F.1    Jordan, M.2
  • 3
    • 84950771789 scopus 로고
    • Estimating optimal transformations for multiple regression and correlation
    • 803258 0594.62044 10.2307/2288473
    • L. Breiman L. H. Friedman 1985 Estimating optimal transformations for multiple regression and correlation Journal of the American Statistical Association 80 580 598 803258 0594.62044 10.2307/2288473
    • (1985) Journal of the American Statistical Association , vol.80 , pp. 580-598
    • Breiman, L.1    Friedman, L.H.2
  • 4
    • 0032131292 scopus 로고    scopus 로고
    • Atomic decomposition by basis pursuit
    • PII S1064827596304010
    • S. S. Chen D. L. Donoho M. A. Saunders 1999 Atomic decomposition by basis pursuit SIAM Journal on Scientific Computing 20 1 33 61 1639094 0919.94002 10.1137/S1064827596304010 (Pubitemid 128689501)
    • (1998) SIAM Journal of Scientific Computing , vol.20 , Issue.1 , pp. 33-61
    • Chen, S.S.1    Donoho, D.L.2    Saunders, M.A.3
  • 5
    • 34548514458 scopus 로고    scopus 로고
    • A direct formulation for sparse PCA using semidefinite programming
    • DOI 10.1137/050645506
    • A. d'Aspremont L. E. Ghaoui M. I. Jordan G. Lanckriet 2007 A direct formulation for sparse pca using semidefinite programming SIAM Review 49 3 434 448 2353806 1128.90050 10.1137/050645506 (Pubitemid 47377693)
    • (2007) SIAM Review , vol.49 , Issue.3 , pp. 434-448
    • D'Aspremont, A.1    El Ghaoui, L.2    Jordan, M.I.3    Lanckriet, G.R.G.4
  • 8
    • 0035142560 scopus 로고    scopus 로고
    • Detection of neural activity in functional MRI using canonical correlation analysis
    • DOI 10.1002/1522-2594(200102)45:2<323::AID-MRM1041>3.0.CO;2-#
    • O. Friman J. Carlsson P. Lundberg M. Borga H. Knutsson 2001 Detection of neural activity in functional MRI using canonical correlation analysis Magnetic Resonance in Medicine 450 2 323 330 10.1002/1522-2594(200102)45:2<323::AID- MRM1041>3.0.CO;2-# (Pubitemid 32119016)
    • (2001) Magnetic Resonance in Medicine , vol.45 , Issue.2 , pp. 323-330
    • Friman, O.1    Cedefamn, J.2    Lundberg, P.3    Borga, M.4    Knutsson, H.5
  • 13
    • 58149193404 scopus 로고    scopus 로고
    • Convergence analysis of kernel canonical correlation analysis: Theory and practice
    • 10.1007/s10994-008-5085-3
    • D. R. Hardoon J. Shawe-Taylor 2009 Convergence analysis of kernel canonical correlation analysis: Theory and practice Machine Learning 74 1 23 38 10.1007/s10994-008-5085-3
    • (2009) Machine Learning , vol.74 , Issue.1 , pp. 23-38
    • Hardoon, D.R.1    Shawe-Taylor, J.2
  • 15
    • 10044285992 scopus 로고    scopus 로고
    • Canonical correlation analysis: An overview with application to learning methods
    • DOI 10.1162/0899766042321814
    • D. R. Hardoon S. Szedmak J. Shawe-Taylor 2004 Canonical correlation analysis: an overview with application to learning methods Neural Computation 16 2639 2664 1062.68134 10.1162/0899766042321814 (Pubitemid 39604012)
    • (2004) Neural Computation , vol.16 , Issue.12 , pp. 2639-2664
    • Hardoon, D.R.1    Szedmak, S.2    Shawe-Taylor, J.3
  • 17
    • 34548537654 scopus 로고    scopus 로고
    • Unsupervised analysis of fMRI data using kernel canonical correlation
    • DOI 10.1016/j.neuroimage.2007.06.017, PII S1053811907005708
    • D. R. Hardoon J. Mourao-Miranda M. Brammer J. Shawe-Taylor 2007 Unsupervised analysis of fmri data using kernel canonical correlation NeuroImage 37 4 1250 1259 10.1016/j.neuroimage.2007.06.017 (Pubitemid 47385288)
    • (2007) NeuroImage , vol.37 , Issue.4 , pp. 1250-1259
    • Hardoon, D.R.1    Mourao-Miranda, J.2    Brammer, M.3    Shawe-Taylor, J.4
  • 19
    • 33745765253 scopus 로고    scopus 로고
    • Learning sparse representations by non-negative matrix factorization and sequential cone programming
    • M. Heiler C. Schnor 2006 Learning sparse representations by non-negative matrix factorization and sequential cone programming Journal of Machine Learning Research 7 1385 1407 (Pubitemid 44024595)
    • (2006) Journal of Machine Learning Research , vol.7 , pp. 1385-1407
    • Heiler, M.1    Schnorr, C.2
  • 20
    • 0000107975 scopus 로고
    • Relations between two sets of variates
    • H. Hotelling 1936 Relations between two sets of variates Biometrika 28 312 377
    • (1936) Biometrika , vol.28 , pp. 312-377
    • Hotelling, H.1
  • 21
    • 0000020007 scopus 로고
    • Canonical analysis of several sets of variables
    • 341750 10.1093/biomet/58.3.433
    • J. R. Ketterling 1971 Canonical analysis of several sets of variables Biometrika 58 433 451 341750 10.1093/biomet/58.3.433
    • (1971) Biometrika , vol.58 , pp. 433-451
    • Ketterling, J.R.1
  • 23
    • 0034304404 scopus 로고    scopus 로고
    • Kernel and nonlinear canonical correlation analysis
    • P. L. Lai C. Fyfe 2000 Kernel and nonlinear canonical correlation analysis International Journal of Neural Systems 10 5 365 377
    • (2000) International Journal of Neural Systems , vol.10 , Issue.5 , pp. 365-377
    • Lai, P.L.1    Fyfe, C.2
  • 27
    • 1242263806 scopus 로고    scopus 로고
    • The generalized lasso
    • 10.1109/TNN.2003.809398
    • V. Roth 2004 The generalized lasso IEEE Transactions on Neural Networks 15 1 16 28 10.1109/TNN.2003.809398
    • (2004) IEEE Transactions on Neural Networks , vol.15 , Issue.1 , pp. 16-28
    • Roth, V.1
  • 34
    • 84890520049 scopus 로고    scopus 로고
    • Use of the zero norm with linear models and kernel method
    • 1102.68605 10.1162/153244303322753751
    • J. Weston A. Elisseeff B. Scholkopf M. Tipping 2003 Use of the zero norm with linear models and kernel method Journal of Machine Learning Research 3 1439 1461 1102.68605 10.1162/153244303322753751
    • (2003) Journal of Machine Learning Research , vol.3 , pp. 1439-1461
    • Weston, J.1    Elisseeff, A.2    Scholkopf, B.3    Tipping, M.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.