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M. A. Davenport, "The 2nu-SVM: A Cost-Sensitive Extension of the nu-SVM," Rice University ECE Technical Report, no. TREE 0504, 2005.
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M. A. Davenport, R. G. Baraniuk and C. D. Scott,"Controlling False Alarms with Support Vector Machines," in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP),, pp. V-589 - V-592.
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R. G. Baraniuk, M. A. Davenport and M. B. Wakin, "Detection and estimation with compressive measurements," 2006.
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M. A. Davenport, R. G. Baraniuk and C. D. Scott,"Learning minimum volume sets with support vector machines," in IEEE Workshop on Machine Learning for Signal Processing (MLSP),, pp. 301-306.
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M. A. Davenport, R. G. Baraniuk and C. D. Scott, "Minimax support vector machines," IEEE Workshop on Statistical Signal Processing (SSP), 2007.
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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), 2007.
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C. D. Scott and M. A. Davenport, "Regression level set estimation via cost-sensitive classification," IEEE Transactions on Signal Processing, vol. 55, no. 6, pp. 2752-2757, 2007.
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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, 2007.
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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, vol. 25, no. 2, pp. 83-91, 2008.
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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," Computational Imaging V at SPIE Electronic Imaging, 2007.
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M. A. Davenport, M. B. Wakin, M. F. Duarte and R. G. Baraniuk,"Sparse Signal Detection from Incoherent Projections," in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP),, pp. III-305 - III-308.
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M. A. Davenport, C. Hegde, M. Duarte and R. G. Baraniuk, "A Theoretical Analysis of Joint Manifolds," 2009.
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C. D. Scott, R. G. Baraniuk and M. A. Davenport, "Tuning support vector machines for minimax and Neyman-Pearson classification," Rice University ECE Technical Report, no. TREE 0804, 2008.
M. A. Davenport, "The 2nu-SVM: A Cost-Sensitive Extension of the nu-SVM," Rice University ECE Technical Report, no. TREE 0504, 2005.
M. A. Davenport, R. G. Baraniuk and C. D. Scott,"Controlling False Alarms with Support Vector Machines," in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP),, pp. V-589 - V-592.
R. G. Baraniuk, M. A. Davenport and M. B. Wakin, "Detection and estimation with compressive measurements," 2006.
M. A. Davenport, R. G. Baraniuk and C. D. Scott,"Learning minimum volume sets with support vector machines," in IEEE Workshop on Machine Learning for Signal Processing (MLSP),, pp. 301-306.
M. A. Davenport, R. G. Baraniuk and C. D. Scott, "Minimax support vector machines," IEEE Workshop on Statistical Signal Processing (SSP), 2007.
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), 2007.
C. D. Scott and M. A. Davenport, "Regression level set estimation via cost-sensitive classification," IEEE Transactions on Signal Processing, vol. 55, no. 6, pp. 2752-2757, 2007.
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, 2007.
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, vol. 25, no. 2, pp. 83-91, 2008.
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," Computational Imaging V at SPIE Electronic Imaging, 2007.
M. A. Davenport, M. B. Wakin, M. F. Duarte and R. G. Baraniuk,"Sparse Signal Detection from Incoherent Projections," in IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP),, pp. III-305 - III-308.
M. A. Davenport, C. Hegde, M. Duarte and R. G. Baraniuk, "A Theoretical Analysis of Joint Manifolds," 2009.
C. D. Scott, R. G. Baraniuk and M. A. Davenport, "Tuning support vector machines for minimax and Neyman-Pearson classification," Rice University ECE Technical Report, no. TREE 0804, 2008.