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Volumn 21, Issue 2, 2012, Pages 816-827

Tensor learning for regression

Author keywords

Canonical decomposition (CANDECOMP) parallel factor (PARAFAC; CP) decomposition; Frobenius norm; group sparsity norm; ridge regression (RR); support vector regression (SVR); tensors

Indexed keywords

CANDECOMP; FROBENIUS NORM; GROUP-SPARSITY NORM; RIDGE REGRESSION; SUPPORT VECTOR REGRESSION (SVR);

EID: 84856291266     PISSN: 10577149     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIP.2011.2165291     Document Type: Article
Times cited : (148)

References (30)
  • 3
    • 38749143022 scopus 로고    scopus 로고
    • MPCA: Multilinear principal component analysis of tensor objects
    • DOI 10.1109/TNN.2007.901277
    • H. Lu, K. Plataniotis, and A. Venetsanopoulos, "MPCA: Multilinear principal component analysis of tensor objects," IEEE Trans. Neural Netw., vol. 19, no. 1, pp. 18-39, Jan. 2008. (Pubitemid 351279223)
    • (2008) IEEE Transactions on Neural Networks , vol.19 , Issue.1 , pp. 18-39
    • Lu, H.1    Plataniotis, K.N.2    Venetsanopoulos, A.N.3
  • 4
    • 0035683732 scopus 로고    scopus 로고
    • A linear image coding for regression and classification using the tensor-rank principle
    • Kauai, HI, Jun.
    • A. Shashua and A. Levin, "A linear image coding for regression and classification using the tensor-rank principle," in Proc. IEEE Conf. Comput. Vis. Pattern Recognit., Kauai, HI, Jun. 2001, pp. I-42-I-49.
    • (2001) Proc. IEEE Conf. Comput. Vis. Pattern Recognit
    • Shashua, A.1    Levin, A.2
  • 6
    • 84944415516 scopus 로고    scopus 로고
    • Multilinear analysis of image ensembles: Tensorfaces
    • Copenhagen, Denmark May
    • M. Vasilescu and D. Terzopoulos, "Multilinear analysis of image ensembles: Tensorfaces," in Proc. Eur. Conf. Comput. Vis., Copenhagen, Denmark, May 2002, pp. 447-460.
    • (2002) Proc. Eur. Conf. Comput. Vis , pp. 447-460
    • Vasilescu, M.1    Terzopoulos, D.2
  • 7
    • 33745944718 scopus 로고    scopus 로고
    • Sparse image coding using a 3D non-negative tensor factorization
    • DOI 10.1109/ICCV.2005.228, 1541238, Proceedings - 10th IEEE International Conference on Computer Vision, ICCV 2005
    • T. Hazan, S. Polak, and A. Shashua, "Sparse image coding using a 3-D non-negative tensor factorization," in Proc. IEEE Int. Conf. Comput. Vis., Beijing, China, Oct. 2005, pp. 50-57. (Pubitemid 44054940)
    • (2005) Proceedings of the IEEE International Conference on Computer Vision , vol.1 , pp. 50-57
    • Hazan, T.1    Polak, S.2    Shashua, A.3
  • 8
    • 31844432834 scopus 로고    scopus 로고
    • Non-negative tensor factorization with applications to statistics and computer vision
    • Bonn, Germany Aug.
    • A. Shashua and T. Hazan, "Non-negative tensor factorization with applications to statistics and computer vision," in Proc. Int. Conf. Mach. Learn., Bonn, Germany, Aug. 2005, pp. 792-799.
    • (2005) Proc. Int. Conf. Mach. Learn , pp. 792-799
    • Shashua, A.1    Hazan, T.2
  • 10
    • 36048992886 scopus 로고    scopus 로고
    • General tensor discriminant analysis and gabor features for gait recognition
    • Oct.
    • D. Tao, X. Li, X. Wu, and S. Maybank, "General tensor discriminant analysis and gabor features for gait recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 10, pp. 1700-1715, Oct. 2007.
    • (2007) IEEE Trans. Pattern Anal. Mach. Intell. , vol.29 , Issue.10 , pp. 1700-1715
    • Tao, D.1    Li, X.2    Wu, X.3    Maybank, S.4
  • 11
    • 60849097822 scopus 로고    scopus 로고
    • Discriminant nonnegative tensor factorization algorithms
    • Feb.
    • S. Zafeiriou, "Discriminant nonnegative tensor factorization algorithms," IEEE Trans. Neural Netw., vol. 20, no. 2, pp. 217-235, Feb. 2009.
    • (2009) IEEE Trans. Neural Netw. , vol.20 , Issue.2 , pp. 217-235
    • Zafeiriou, S.1
  • 12
    • 36148990993 scopus 로고    scopus 로고
    • Supervised tensor learning
    • Sep.
    • D. Tao, X. Li, X. Wu, W. Hu, and S. Maybank, "Supervised tensor learning," Knowl. Inf. Syst., vol. 13, no. 1, pp. 1-42, Sep. 2007.
    • (2007) Knowl. Inf. Syst. , vol.13 , Issue.1 , pp. 1-42
    • Tao, D.1    Li, X.2    Wu, X.3    Hu, W.4    Maybank, S.5
  • 13
    • 34547992391 scopus 로고    scopus 로고
    • Classifying matrices with a spectral regu-larization
    • Corvallis Jun.
    • R. Tomioka and K. Aihara, "Classifying matrices with a spectral regu-larization," in Proc. Int. Conf. Mach. Learn., Corvallis, Jun. 2007, pp. 895-902.
    • (2007) Proc. Int. Conf. Mach. Learn , pp. 895-902
    • Tomioka, R.1    Aihara, K.2
  • 14
    • 68649096448 scopus 로고    scopus 로고
    • Tensor decompositions and applications
    • T. Kolda and B. Bader, "Tensor decompositions and applications," SIAM Rev., vol. 51, no. 3, pp. 455-500, 2009.
    • (2009) SIAM Rev. , vol.51 , Issue.3 , pp. 455-500
    • Kolda, T.1    Bader, B.2
  • 16
    • 79952039898 scopus 로고    scopus 로고
    • Surveying and comparing simultaneous sparse approximation (or group-lasso) algorithms
    • Jul. 2011
    • A. Rakotomamonjy, "Surveying and comparing simultaneous sparse approximation (or group-lasso) algorithms," Signal Process., vol. 91, no. 7, pp. 1505-1526, Jul. 2011.
    • Signal Process. , vol.91 , Issue.7 , pp. 1505-1526
    • Rakotomamonjy, A.1
  • 17
    • 33750571380 scopus 로고    scopus 로고
    • Evaluation of multiple cues head pose tracking algorithms in indoor environments
    • Amsterdam, The Netherlands Jul.
    • S. Ba and J. Odobez, "Evaluation of multiple cues head pose tracking algorithms in indoor environments," in Proc. Int. Conf. Multimedia Expo., Amsterdam, The Netherlands, Jul. 2005.
    • (2005) Proc. Int. Conf. Multimedia Expo
    • Ba, S.1    Odobez, J.2
  • 18
    • 0033715577 scopus 로고    scopus 로고
    • Fast, reliable head tracking under varying illumination: An approach based on registration of texture mapped 3-D models
    • Apr.
    • M. La Cascia, S. Sclaroff, and V. Athitsos, "Fast, reliable head tracking under varying illumination: An approach based on registration of texture mapped 3-D models," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 4, pp. 322-336, Apr. 2000.
    • (2000) IEEE Trans. Pattern Anal. Mach. Intell. , vol.22 , Issue.4 , pp. 322-336
    • La Cascia, M.1    Sclaroff, S.2    Athitsos, V.3
  • 21
    • 77958073762 scopus 로고    scopus 로고
    • Head pose estimation: Classification or regression?
    • G. Guo, Y. Fu, C. R. Dyer, and T. Huang, "Head pose estimation: Classification or regression?," in Proc. 19th ICPR, 2008, pp. 1-4.
    • (2008) Proc. 19th ICPR , pp. 1-4
    • Guo, G.1    Fu, Y.2    Dyer, C.R.3    Huang, T.4
  • 24
    • 75149150235 scopus 로고    scopus 로고
    • Humaneva: Synchronized video and motion capture dataset and baseline algorithm for evaluation of articulated human motion
    • Mar
    • L. Sigal, A. Balan, and M. Black, "Humaneva: Synchronized video and motion capture dataset and baseline algorithm for evaluation of articulated human motion," Int. J. Comput. Vis., vol. 87, no. 1/2, pp. 4-27, Mar. 2010.
    • (2010) Int. J. Comput. Vis. , vol.87 , Issue.1-2 , pp. 4-27
    • Sigal, L.1    Balan, A.2    Black, M.3
  • 25
    • 69249214474 scopus 로고    scopus 로고
    • Evaluating example-based pose estimation: Experiments on the humaneva sets
    • Minnesota, MN Jun.
    • R. Poppe, "Evaluating example-based pose estimation: Experiments on the humaneva sets," in Proc. CVPR 2nd Workshop EHuM, Minnesota, MN, Jun. 2007, pp. 1-8.
    • (2007) Proc. CVPR 2nd Workshop EHuM , pp. 1-8
    • Poppe, R.1
  • 27
    • 0035478854 scopus 로고    scopus 로고
    • Random forests
    • DOI 10.1023/A:1010933404324
    • L. Breiman, "Random forests," Mach. Learn., vol. 45, no. 1, pp. 5-32, 2001. (Pubitemid 32933532)
    • (2001) Machine Learning , vol.45 , Issue.1 , pp. 5-32
    • Breiman, L.1
  • 28
  • 29
    • 76949097407 scopus 로고    scopus 로고
    • Non-negative multilinear principal component analysis of auditory temporal modulations for music genre classification
    • Mar
    • Y. Panagakis, C. Kotropoulos, and G. R. Arce, "Non-negative multilinear principal component analysis of auditory temporal modulations for music genre classification," IEEE Trans. Acoust., Speech, Signal Process., vol. 18, no. 3, pp. 576-588, Mar. 2010.
    • (2010) IEEE Trans. Acoust., Speech, Signal Process. , vol.18 , Issue.3 , pp. 576-588
    • Panagakis, Y.1    Kotropoulos, C.2    Arce, G.R.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.