Nonnegative compression for Semi-Nonnegative Independent Component Analysis

Proceedings of the IEEE Sensor Array and Multichannel Signal Processing Workshop

Volumn , Issue , 2014, Pages 81-84

  Wang, Lu ^a,b,d   Kachenoura, Amar ^a,b,d   Albera, Laurent ^a,b,d,e   Karfoul, Ahmad ^f   Shu, Hua Zhong ^c,d   Senhadji, Lotfi ^a,b,d  

^a UNIVERSITÉ DE RENNES 1   (France)

^b UNIVERSITÉ DE RENNES 1   (France)

^c SOUTHEAST UNIVERSITY   (China)

^d Centre de Recherche en Information Biomedicale Sino Francais   (France)

^e INRIA   (France)

^f AL BAATH UNIVERSITY   (Syrian Arab Republic)

Author keywords

[No Author keywords available]

Indexed keywords

BLIND SOURCE SEPARATION; MAGNETIC RESONANCE SPECTROSCOPY; MIXING; SIGNAL PROCESSING;

COMPRESSION METHODS; FAST CONVERGENCE; INDEPENDENT COMPONENT ANALYSIS(ICA); MAGNETIC RESONANCE SPECTROSCOPIES (MRS); MIXING MATRIX; NON NEGATIVES; NON-NEGATIVITY; OBSERVATION SPACE;

INDEPENDENT COMPONENT ANALYSIS;

EID: 84907405214     PISSN: None     EISSN: 2151870X     Source Type: Conference Proceeding    
DOI: 10.1109/SAM.2014.6882343     Document Type: Conference Paper

References (12)

1. J. Coloigner, L. Albera, A. Karfoul, A. Kachenoura, P. Comon, and L. Senhadji, "Semi-nonnegative independent component analysis: the (3,4)-SENICAexp method," in LVA/ICA'10, 2010, pp. 612-619.
2. J. Coloigner, "Line search and trust region strategies for canonical decomposition of semi-nonnegative semi-symmetric tensors," Ph.D. dissertation, Université de Rennes 1, 2012.
3. P. Comon, "Independent component analysis, a new concept?" Signal Process., vol. 36, no. 3, pp. 287-314, 1994.
4. A. Belouchrani, K. Abed-Meraim, J. F. Cardoso, and E. Moulines, "A blind source separation technique using second-order statistics," IEEE Trans. Signal Process., vol. 45, no. 2, pp. 434-444, 1997.
5. L. Wang, L. Albera, A. Kachenoura, H. Shu, and L. Senhadji, "Nonnegative joint diagonalization by congruence based on LU matrix factorization," IEEE Signal Process. Lett., vol. 20, no. 8, pp. 807-810, 2013.
6. L. Wang, L. Albera, H. Shu, and L. Senhadji, "A new Jacobi-like nonnegative joint diagonalization by congruence," in Proceedings of the XXI European Signal Processing Conference (EUSIPCO'13), 2013, paper id: 1569744591.
7. W. S. B. Ouedraogo, A. Souloumiac, M. Jaidane, and C. Jutten, "Nonnegative blind source separation algorithm based on minimum aperture simplicial cone," IEEE Trans. Signal Process., vol. 62, no. 2, pp. 376-389, 2014.
8. M. D. Plumbley, "Algorithms for nonnegative independent component analysis," IEEE Trans. Neural Netw., vol. 14, no. 3, pp. 534-543, 2003.
9. W. S. B. Ouedraogo, A. Souloumiac, and C. Jutten, "Non-negative independent component analysis algorithm based on 2D Givens rotations and a Newton optimization," in LVA/ICA 2010, 2010, pp. 522-529.
10. S. Moussaoui, D. Brie, and C. Carteret, "Non-negative source separation using the maximum likelihood approach," in IEEE Workshop on Statistical Signal Processing (SSP'05), 2005, pp. 1114-1119.
11. L. Albera, A. Ferréol, P. Comon, and P. Chevalier, "Blind identification of overcomplete mixtures of sources (BIOME)," Linear Algebra Appl., vol. 391, pp. 3-30, 2004.
12. L. Albera, P. Comon, L. Parra, A. Karfoul, A. Kachenoura, and L. Senhadji, Handbook of Blind Source Separation. Elsevier, 2010, ch. 18: Biomedical applications, pp. 737-777.