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Volumn , Issue PART 1, 2013, Pages 347-355

Efficient dimensionality reduction for canonical correlation analysis

Author keywords

[No Author keywords available]

Indexed keywords

LEARNING SYSTEMS;

EID: 84897484728     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (31)

References (24)
  • 1
    • 51849152634 scopus 로고    scopus 로고
    • Fast dimension reduction using Rademacher series on dual BCH codes
    • Ailon, N. and Liberty, E. Fast dimension reduction using Rademacher series on dual BCH codes. In SODA, 2008.
    • (2008) SODA
    • Ailon, N.1    Liberty, E.2
  • 3
    • 84897546197 scopus 로고    scopus 로고
    • Efficient dimensionality reduction for canonical correlation analysis
    • abs/1209.2185
    • Avron, Haim, Boutsidis, Christos, Toledo, Sivan, and Zouzias, Anastasios. Efficient dimensionality reduction for canonical correlation analysis. CoRR, abs/1209.2185, 2012.
    • (2012) CoRR
    • Avron, H.1    Boutsidis, C.2    Toledo, S.3    Zouzias, A.4
  • 4
    • 84966204312 scopus 로고
    • Numerical methods for computing angles between linear subspaces
    • Björck, A. and Golub, G.H. Numerical methods for computing angles between linear subspaces. Mathematics of computation, 27(123):579-594, 1973.
    • (1973) Mathematics of Computation , vol.27 , Issue.123 , pp. 579-594
    • Björck, A.1    Golub, G.H.2
  • 5
    • 67349198133 scopus 로고    scopus 로고
    • Random projections for the nonnegative least-squares problem
    • Boutsidis, C. and Drineas, P. Random projections for the nonnegative least-squares problem. Linear Algebra and its Applications, 431(5-7):760-771, 2009.
    • (2009) Linear Algebra and Its Applications , vol.431 , Issue.5-7 , pp. 760-771
    • Boutsidis, C.1    Drineas, P.2
  • 6
    • 85162070280 scopus 로고    scopus 로고
    • Random projections for κ-means clustering
    • Boutsidis, C., Zouzias, A., and Drineas, P. Random projections for κ-means clustering. In NIPS, 2010.
    • (2010) NIPS
    • Boutsidis, C.1    Zouzias, A.2    Drineas, P.3
  • 7
    • 71149099083 scopus 로고    scopus 로고
    • Multi-view clustering via canonical correlation analysis
    • Chaudhuri, K., Kakade, S. M., Livescu, K., and Sridharan, K. Multi-view clustering via canonical correlation analysis. In ICML, pp. 129-136, 2009.
    • (2009) ICML , pp. 129-136
    • Chaudhuri, K.1    Kakade, S.M.2    Livescu, K.3    Sridharan, K.4
  • 8
    • 84867133604 scopus 로고    scopus 로고
    • Using CCA to improve CCA: A new spectral method for estimating vector models of words
    • Dhillon, P., Rodu, J., Foster, D., and Ungar, L. Using CCA to improve CCA: A new spectral method for estimating vector models of words. In ICML, 2012.
    • (2012) ICML
    • Dhillon, P.1    Rodu, J.2    Foster, D.3    Ungar, L.4
  • 9
    • 85162328823 scopus 로고    scopus 로고
    • Multi-view learning of word embeddings via CCA
    • Dhillon, P. S., Foster, D., and Ungar, L. Multi-view learning of word embeddings via CCA. In NIPS, 2011.
    • (2011) NIPS
    • Dhillon, P.S.1    Foster, D.2    Ungar, L.3
  • 12
    • 0002687843 scopus 로고
    • The canonical correlations of matrix pairs and their numerical computation
    • Golub, G.H. and Zha, H. The canonical correlations of matrix pairs and their numerical computation. IMA Volumes in Mathematics and its Applications, 69:27-27, 1995.
    • (1995) IMA Volumes in Mathematics and Its Applications , vol.69 , pp. 27-27
    • Golub, G.H.1    Zha, H.2
  • 13
    • 79960425522 scopus 로고    scopus 로고
    • Finding structure with randomness: Probabilistic algorithms for constructing approximate matrix decompositions
    • Halko, N., Martinsson, P.G., and Tropp, J.A. Finding structure with randomness: Probabilistic algorithms for constructing approximate matrix decompositions. SIAM Review, 53(2):217-288, 2011.
    • (2011) SIAM Review , vol.53 , Issue.2 , pp. 217-288
    • Halko, N.1    Martinsson, P.G.2    Tropp, J.A.3
  • 14
    • 0000107975 scopus 로고
    • Relations between two sets of variates
    • Hotelling, H. Relations between two sets of variates. Biometrika, 28(3/4):321-377, 1936.
    • (1936) Biometrika , vol.28 , Issue.3-4 , pp. 321-377
    • Hotelling, H.1
  • 16
    • 34247568488 scopus 로고    scopus 로고
    • Discriminative learning and recognition of image set classes using canonical correlations
    • DOI 10.1109/TPAMI.2007.1037
    • Kim, T.-K., Kittler, J., and Cipolla, R. Discriminative learning and recognition of image set classes using canonical correlations. IEEE Trans. Pattern Anal. Mach. Intell., 29(6): 1005-1018, 2007. (Pubitemid 46667413)
    • (2007) IEEE Transactions on Pattern Analysis and Machine Intelligence , vol.29 , Issue.6 , pp. 1005-1018
    • Kim, T.-K.1    Kittler, J.2    Cipolla, R.3
  • 17
    • 51649090940 scopus 로고    scopus 로고
    • A fast randomized algorithm for overdetermined linear least-squares regression
    • Rokhlin, V. and Tygert, M. A fast randomized algorithm for overdetermined linear least-squares regression. Proceedings of the National Academy of Sciences, 105(36):13212, 2008.
    • (2008) Proceedings of the National Academy of Sciences , vol.105 , Issue.36 , pp. 13212
    • Rokhlin, V.1    Tygert, M.2
  • 18
    • 35348901208 scopus 로고    scopus 로고
    • Improved approximation algorithms for large matrices via random projections
    • Sarlós, T. Improved approximation algorithms for large matrices via random projections. In FOCS, 2006.
    • (2006) FOCS
    • Sarlós, T.1
  • 20
    • 84857252138 scopus 로고    scopus 로고
    • Discriminant learning through multiple principal angles for visual recognition
    • March
    • Su, Y., Fu, Y., Gao, X., and Tian, Q. Discriminant learning through multiple principal angles for visual recognition. Image Processing, IEEE Transactions on, 21(3):1381-1390, March 2012.
    • (2012) Image Processing, IEEE Transactions on , vol.21 , Issue.3 , pp. 1381-1390
    • Su, Y.1    Fu, Y.2    Gao, X.3    Tian, Q.4
  • 21
    • 56449106936 scopus 로고    scopus 로고
    • A least squares formulation for canonical correlation analysis
    • Sun, L., Ji, S., and Ye, J. A least squares formulation for canonical correlation analysis. In ICML, pp. 1024-1031, 2008.
    • (2008) ICML , pp. 1024-1031
    • Sun, L.1    Ji, S.2    Ye, J.3
  • 22
    • 77956202761 scopus 로고    scopus 로고
    • A scalable two-stage approach for a class of dimensionality reduction techniques
    • Sun, L., Ceran, B., and Ye, J. A scalable two-stage approach for a class of dimensionality reduction techniques. In KDD, pp. 313-322, 2010.
    • (2010) KDD , pp. 313-322
    • Sun, L.1    Ceran, B.2    Ye, J.3
  • 23
    • 80053137912 scopus 로고    scopus 로고
    • Matrix coherence and the nystrom method
    • Talwalkar, Ameet and Rostamizadeh, Afshin. Matrix coherence and the nystrom method. In UAI, pp. 572-579, 2010.
    • (2010) UAI , pp. 572-579
    • Talwalkar, A.1    Rostamizadeh, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.