Unsupervised target detection using canonical correlation analysis and its application to Raman spectroscopy

Machine Learning for Signal Processing 17 - Proceedings of the 2007 IEEE Signal Processing Society Workshop, MLSP

Volumn , Issue , 2007, Pages 247-252

  Wang, Wei ^a   Adalt, Tülay ^a   Emge, Darren ^b  

^a UNIVERSITY OF MARYLAND BALTIMORE COUNTY   (United States)

^b U S ARMY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CANONICAL CORRELATION ANALYSIS; CANONICAL CORRELATIONS; CHEMICAL AGENTS; IEEE SIGNAL PROCESSING SOCIETY; LINEAR MIXTURE MODEL; MACHINE-LEARNING; NON-NEGATIVITY; PERFORMANCE GAINS; SPECIFIC INFORMATION; TARGET DETECTIONS; UNSUPERVISED DETECTION;

ARCHITECTURAL ACOUSTICS; ARTIFICIAL INTELLIGENCE; CORRELATION METHODS; LEARNING SYSTEMS; MICROWAVE ANTENNAS; MIXTURES; RAMAN SCATTERING; RAMAN SPECTROSCOPY; REUSABILITY; ROBOT LEARNING; SIGNAL PROCESSING; SPECTRUM ANALYSIS; TARGET DRONES;

TARGETS;

EID: 48149085337     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/MLSP.2007.4414314     Document Type: Conference Paper

References (6)

1. ITT Industries, "Tests of the laser interrogation of surface agents system for on-the-move standoff sensing of chemical agents," in Proc. Int. Symp. Spectral Sensing Research, 2003.
2. D. Manolakis, D. Marden, and G. A. Shaw, "Hyperspectral image processing for automatic target detection," MIT Lincoln Lab Journal, vol. 14, no. 1, pp. 79-116, 2003.
3. W. Wang and T. Adah, "Constrained ICA and its application to Raman spectroscopy," in Proc. Antennas and Propagation Society International Symposium, pp. 109-112, Washington, DC, July 2005.
4. W. Wang and T. Adah, "Detection using correlation bound in a linear mixture model," Signal Processing, vol. 87, no. 5, pp. 1118-1127, May 2007.
5. M. Tenenhaus, "Canonical analysis of two convex polyhedral cones and applications," Psychometrika, vol. 53, no. 4, pp. 503-524, 1988.
6. W. J. Kennedy and J. E. Gentle, Statistical Computing, Marcel Dekker, NY, 1980.