Rice DSP Publications
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M. A. Davenport, C. Hegde, M. F. Duarte, and R. G. Baraniuk,
"Joint manifolds for data fusion",
Preprint, Sept. 2009.
PDF Abstract
J. Treichler, M. A. Davenport, and R. G. Baraniuk,
"Application of compressive sensing to the design of wideband signal acquisition receivers",
6th U.S. / Australia Joint Workshop on Defense Applications of Signal Processing (DASP), Lihue, Hawaii, Sept. 2009.
PDF Abstract
J. N. Laska, M. A. Davenport, and R. G. Baraniuk,
"Exact signal recovery from sparsely corrupted measurements through the pursuit of justice",
Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, California, Nov. 2009.
PDF Slides Abstract
M. A. Davenport, and R. G. Baraniuk,
"Sparse geodesic paths",
AAAI Fall 2009 Symposium on Manifold Learning, Arlington, Virginia, Nov. 2009.
PDF Abstract
J. N. Laska, P. T. Boufounos, M. A. Davenport, and R. G. Baraniuk,
"Democracy in action: Quantization, saturation, and compressive sensing",
Preprint, Jul. 2009.
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M. A. Davenport, C. Hegde, M. F. Duarte, and R. G. Baraniuk,
"A Theoretical Analysis of Joint Manifolds", Technical Report TREE 0901: Rice University, Department of Electrical and Computer Engineering, Jan. 2009.
PDF Abstract
M. A. Davenport, and M. B. Wakin,
"Analysis of Orthogonal Matching Pursuit using the restricted isometry property",
Preprint, Aug. 2009.
PDF Abstract
M. A. Davenport, P. T. Boufounos, and R. G. Baraniuk,
"Compressive domain interference cancellation",
Workshop on Signal Processing with Adaptive Sparse Structured Representations (SPARS), Saint-Malo, France, Apr. 2009.
PDF Abstract
M. A. Davenport, R. G. Baraniuk, and C. D. Scott,
"Tuning support vector machines for minimax and Neyman-Pearson classification",
to appear in IEEE Transactions on Pattern Analysis and Machine Intelligence, 2009.
PDF Abstract
M. F. Duarte, M. A. Davenport, D. Takhar, J. N. Laska, T. Sun, K. F. Kelly, and R. G. Baraniuk,
"Single-pixel imaging via compressive sampling",
IEEE Signal Processing Magazine, 25(2), pp. 83-91, Mar. 2008.
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R. G. Baraniuk, M. A. Davenport, R. A. DeVore, and M. B. Wakin,
"A simple proof of the restricted isometry property for random matrices",
Constructive Approximation, 28(3), pp. 253-263, Dec. 2008.
PDF Abstract
M. F. Duarte, M. A. Davenport, M. B. Wakin, J. N. Laska, D. Takhar, K. F. Kelly, and R. G. Baraniuk,
"Multiscale random projections for compressive classification",
IEEE International Conference on Image Processing (ICIP), San Antonio, Texas, Sept. 2007.
PDF Abstract
C. D. Scott, and M. A. Davenport,
"Regression level set estimation via cost-sensitive classification",
IEEE Transactions on Signal Processing, 55(6), pp. 2752-2757, Jun. 2007.
PDF Abstract
M. A. Davenport, R. G. Baraniuk, and C. D. Scott,
"Minimax support vector machines",
IEEE Workshop on Statistical Signal Processing (SSP), Madison, Wisconsin, Aug. 2007.
PDF Abstract
M. A. Davenport, M. F. Duarte, M. B. Wakin, J. N. Laska, D. Takhar, K. F. Kelly, and R. G. Baraniuk,
"The Smashed Filter for Compressive Classification and Target Recognition",
Proceedings of Computational Imaging V at SPIE Electronic Imaging, San Jose, CA, 2007.
PDF Abstract
M. A. Davenport, R. G. Baraniuk, and C. D. Scott,
"Learning minimum volume sets with support vector machines",
IEEE Workshop on Machine Learning for Signal Processing (MLSP), Maynooth, Ireland, Sept. 2006.
PDF Abstract
M. A. Davenport, M. B. Wakin, and R. G. Baraniuk,
"Detection and estimation with compressive measurements", Technical Report TREE 0610: Rice University, Department of Electrical and Computer Engineering, Nov. 2006.
PDF Abstract
M. F. Duarte, M. A. Davenport, M. B. Wakin, and R. G. Baraniuk,
"Sparse Signal Detection from Incoherent Projections",
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Toulouse, France, pp. III-305 - III-308, May 2006.
PDF Abstract
M. A. Davenport, R. G. Baraniuk, and C. D. Scott,
"Controlling False Alarms with Support Vector Machines",
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Toulouse, France, pp. V-589 - V-592, May 2006.
PDF Abstract
M. A. Davenport,
"The 2nu-SVM: A Cost-Sensitive Extension of the nu-SVM", Technical Report TREE 0504: Rice University, Department of Electrical and Computer Engineering, Dec. 2005.
PDF Abstract