Two-dimensional canonical correlation analysis

IEEE Signal Processing Letters

Volumn 14, Issue 10, 2007, Pages 735-738

  Lee, Sun Ho ^a   Choi, Seungjin ^a  

^a Pohang University of Science and Technology (POSTECH)   (South Korea)

Author keywords

Canonical correlation analysis (CCA); Correspondence learning; Two dimensional analysis

Indexed keywords

COMPUTATIONAL COMPLEXITY; CORRELATION METHODS; FACE RECOGNITION; NUMERICAL METHODS; TWO DIMENSIONAL;

CANONICAL CORRELATION ANALYSIS; CORRESPONDENCE LEARNING;

OPTICAL CORRELATION;

EID: 34548808579     PISSN: 10709908     EISSN: None     Source Type: Journal    
DOI: 10.1109/LSP.2007.896438     Document Type: Article

References (10)

1. D. R. Hardoon, S. Szedmak, and J. Shawe-Taylor, "Canonical correlation analysis: An overview with applications to learning methods," Neural Comput., vol. 16, pp. 2639-2664, 2004.
2. H. Hotelling, "Relations between two sets of variates," Biometrika vol. 28, pp. 312-377, 1936.
3. P. L. Lai and C. Fyfe, "Kernel and nonlinear canonical correlation analysis," in Proc. Int. Joint Conf. Neural Networks, 2000.
4. Y. Li and J. Shawe-Taylor, "Using KCCA for Japanese-English cross-language information retrieval and document classification," J. Intell. Inf. Syst., vol. 27, no. 2, pp. 117-133, 2006.
5. J. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Face recognition using LDA based algorithms," IEEE Trans. Neural Netw., vol. 14, no. 1, pp. 195-200, Jan. 2003.
6. A. Vinokourov, J. Shawe-Taylor, and J. Cristianini, "Inferring a semantic representation of text via cross-language correlation analysis," in Advances in Neural Information Processing Systems. Cambridge, MA: MIT Press, 2003, vol. 15.
7. J. Yang, D. Zhang, A. F. Frangi, and J. Y. Yang, "Two-dimensional PCA: A new approach to appearance-based face representation and recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 26, no. 1, pp. 131-137, Jan. 2004.
8. J. Ye, R. Janardan, and Q. Li, "GPCA: An efficient dimension reduction scheme for image compression and retrieval," in Proc. ACM SIGKDD Int. Conf. Knowledge Discovery and Data Mining, Seattle, WA, 2004, pp. 354-363.
9. J. Ye, R. Janardan, and Q. Li, "Two-dimensional linear discriminant analysis," in Advances in Neural Information Processing Systems. Cambridge, MA: MIT Press, 2005, pp. 1569-1576.
10. W. Zheng, X. Zhou, C. Zou, and L. Zhao, "Facial expression recognition using kernel canonical correlation analysis (KCCA)," IEEE Trans. Neural Netw., vol. 17, no. 1, pp. 223-238, Jan. 2006.