A training algorithm for sparse LS-SVM using compressive sampling

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

Volumn , Issue , 2010, Pages 2054-2057

  Yang, Jie ^a   Bouzerdoum, Abdesselam ^a   Phung, Son Lam ^a  

^a UNIVERSITY OF WOLLONGONG   (Australia)

Author keywords

Compressive sampling; Least Squares Support Vector Machine (LS SVM); Model selection; Orthogonal Matching Pursuit (OMP); Sparse approximation

Indexed keywords

APPROXIMATION ALGORITHMS; LEAST SQUARES APPROXIMATIONS; PATTERN RECOGNITION; SUPPORT VECTOR MACHINES; VECTORS;

COMPRESSIVE SAMPLING; FUNDAMENTAL TOOLS; LEAST SQUARE SUPPORT VECTOR MACHINE; LEAST SQUARE SUPPORT VECTOR MACHINES; MODEL SELECTION; ORTHOGONAL MATCHING PURSUIT; SPARSE APPROXIMATIONS; SUPPORT VECTOR; TRAINING ALGORITHMS;

COMPRESSED SENSING;

EID: 78049364222     PISSN: 15206149     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICASSP.2010.5495015     Document Type: Conference Paper

References (12)

1. V. N. Vapnik, The Nature of Statistical Learning Theory. New York: Springer-Verlag, 1995.
2. J. A. K. Suykens and J. Vandewalle, "Least squares support vector machine classifiers," Neural Processing Letters, Vol.9, No.3, pp 293-300, June 1999.
3. J. A. K. Suykens et al., Least Squares Support Vector Machines, Singapore: World Scientific, 2002.
4. J. A. K. Suykens, L. Lukas and J. Vandewalle, "Sparse approximation using least squares support vector machines," Proc. IEEE Int. Symp. Circuits and Systems, Geneva, Switzerland, May 2000, pp 757-760.
5. Y. Li, C. Lin and W. Zhang, "Improved sparse least-squares support vector machine classifiers," Neurocomputing, vol. 69, no. 13, pp 1655-1658, 2006.
6. B. J. de Kruif and T. J. deVries, "Pruning error minimization in least squares support vector machines," IEEE Trans. Neural Nets., vol. 14, pp 696-702, 2003.
7. A. Kuh and P. De Wilde, "Comments on "Pruning Error Minimization in Least Squares Support Vector Machines," IEEE Trans. Neural Networks, vol. 18, no. 2, pp 606-609, 2007.
8. L. Hoegaerts, J. A. K. Suykens, J. Vandewalle, and B. De Moor, "A comparison of pruning algorithms for sparse least squares support vector machines," Proc. 11th ICONIP, Calcutta, India, 2004, pp. 22-25.
9. H. Rauhut, K. Schnass and P. Vandergheynst, "Compressed Sensing and Redundant Dictionaries," IEEE Trans. Info. Theory, vol. 54, pp 2210-2219, 2008.
10. J. A. Tropp and C. Gilbert Anna, "Signal Recovery From Random Measurements Via Orthogonal Matching Pursuit," IEEE Trans. Information Theory, vol. 53, pp 4655-4666, 2007.
11. S. F. Cotter et al., "Sparse solutions to linear inverse problems with multiple measurement vectors," IEEE Trans. Signal Processing, vol. 53, pp 2477-2488, 2005.
12. R. Gribonval and P. Vandergheynst, "On the Exponential Convergence of Matching Pursuits in Quasi-Incoherent Dictionaries," IEEE Trans. Information Theory, vol. 52, pp 255-261, 2006.