A new way of PCA: Integrated-squared-error and EM algorithms

ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

Volumn 5, Issue , 2004, Pages

  Ahn, Jong Hoon ^a   Choi, Seungjin ^a   Oh, Jong Hoon ^a  

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

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; ERROR ANALYSIS; MATHEMATICAL MODELS; NEURAL NETWORKS; NONLINEAR FILTERING; OPTIMIZATION; PROBABILISTIC LOGICS; PROBLEM SOLVING;

GENERALIZED HEBBIAN ALGORITHMS; INTEGRATED-SQUARED-ERRORS; PRINCIPAL SUBSPACE ANALYSIS (PSA);

ERROR CORRECTION;

EID: 4544278604     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (7)

1. J. H. Ahn, S. Choi, and J. H. Oh, "A new way of PCA: Integrated-squared-error minimization," IEEE Trans. Neural Networks, 2003, submitted.
2. J. H. Ahn and J. H. Oh, "A constrained EM algorithm for principal component analysis," Neural Computation, vol. 15, no. 1, pp. 57-65, 2003.
3. S. Choi, "Sequential EM learning for subspace analysis," in Proc. ITC-CSCC, Phuket, Thailand, 2002.
4. J. Karhunen and J. Joutsensalo, "Generalization of principal component analysis, optimization problems, and neural networks," Neural Networks, vol. 8, no. 4, pp. 549-562, 1995.
5. S. Roweis, "EM algorithms for PCA and SPCA," in Advances in Neural Information Processing Systems, vol. 10. MIT press, 1998, pp. 626-632.
6. T. D. Sanger, "Optimal unsupervised learning in a single-layer linear feedforward neural network," Neural Networks, vol. 2, no. 6, pp. 459-473, 1989.
7. M. E. Tipping and C. M. Bishop, "Mixtures of probabilistic principal component analyzers," Neural Computation, vol. 11, no. 2, pp. 443-482, 1999.