Rice DSP Publications

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2009
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. A. Tropp, J. N. Laska, M. F. Duarte, J. K. Romberg, and R. G. Baraniuk, "Beyond Nyquist: Efficient Sampling of Sparse Bandlimited Signals", to appear in IEEE Transactions in Information Theory, Sep. 2009. PDF Abstract
C. Hegde, and R. G. Baraniuk, "Compressive Sensing of Streams of Pulses", Allerton Conference on Communication, Control, and Computing, Sep. 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 Abstract
M. A. Davenport, and R. G. Baraniuk, "Sparse geodesic paths", AAAI Fall 2009 Symposium on Manifold Learning, Arlington, Virginia, Nov. 2009. PDF Abstract
V. Cevher, P. Indyk, C. Hegde, and R. G. Baraniuk, "Recovery of Clustered Sparse Signals from Compressive Measurements", Sampling Theory and Applications (SAMPTA), May 2009. PDF Abstract
V. Cevher, and L. Kaplan, "Acoustic sensor network design for position estimation", ACM Transactions on Sensor Networks, 4(3), May 2009. PDF Abstract
M. F. Duarte, C. Hegde, V. Cevher, and R. G. Baraniuk, "Recovery of Compressible Signals in Unions of Subspaces", Proceedings of the Conference on Information Sciences and Systems (CISS), Baltimore, MD/USA, Mar. 2009. PDF Slides Abstract
E. L. Dyer, R. G. Baraniuk, and D. H. Johnson, "Sparse Coding with Population Sketches", BMC Neuroscience, 10(Suppl 1), pp. 132, Jul. 2009. PDF
J. N. Laska, P. T. Boufounos, M. A. Davenport, and R. G. Baraniuk, "Democracy in action: Quantization, saturation, and compressive sensing", Preprint, Jul. 2009. PDF
D. Baron, M. F. Duarte, M. B. Wakin, S. Sarvotham, and R. G. Baraniuk, "Distributed Compressive Sensing", Preprint, Jan. 2009. PDF Abstract
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
C. Hegde, M. F. Duarte, and V. Cevher, "Compressive Sensing Recovery of Spike Trains Using Structured Sparsity", Proceedings of the Workshop on Signal Processing with Adaptive Sparse Representations (SPARS), Saint Malo, France, Apr. 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. F. Duarte, and D. G. Stork, "Image Contour Fidelity Analysis of Mechanically Aided Enlargements of Jan Van Eyck's Portrait of Niccolo Albergati", to appear in Leonardo, 2009.
J. N. Laska, P. T. Boufounos, and R. G. Baraniuk, "Finite Range Scalar Quantization for Compressive Sensing", Proc. International Conference on Sampling Theory and Applications (SAMPTA), 2009. PDF Abstract
R. G. Baraniuk, V. Cevher, and M. Wakin, "Low-dimensional models for dimensionality reduction and signal recovery: A geometric perspective", accepted to Proceedings of the IEEE, 2009. PDF Abstract
V. Cevher, R. Chellappa, and J. H. McClellan, "Vehicle speed estimation using acoustic wave patterns", accepted at IEEE Transactions on Signal Processing, 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
2008
V. Cevher, A. Sankaranarayanan, M. F. Duarte, D. Reddy, R. G. Baraniuk, and R. Chellappa, "Compressive Sensing for Background Subtraction", Proceedings of the European Conference on Computer Vision (ECCV), Marseille/France, pp. 155-168, Oct. 2008. 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. PDF
R. G. Baraniuk, V. Cevher, M. F. Duarte, and C. Hegde, "Model-based Compressive Sensing", Preprint, Jul. 2008. PDF Abstract
M. F. Duarte, S. Sarvotham, M. B. Wakin, D. Baron, and R. G. Baraniuk, "Theoretical Performance Limits for Jointly Sparse Signals via Graphical Models", Technical Report TREE-0802: Rice University, Department of Electrical and Computer Engineering , Jul. 2008. PDF Abstract
W. Dai, M. A. Sheikh, O. Milenkovic, and R. G. Baraniuk, "Compressive Sensing DNA Microarrays", EURASIP Journal on Bioinformatics and Systems Biology, Jul. 2008. PDF Abstract
V. Cevher, M. F. Duarte, C. Hegde, and R. G. Baraniuk, "Sparse Signal Recovery Using Markov Random Fields", Proceedings of the Workshop on Neural Information Processing Systems (NIPS), Vancouver/Canada, Dec. 2008. PDF Abstract
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
V. Cevher, M. F. Duarte, and R. G. Baraniuk, "Distributed Target Localization via Spatial Sparsity", Proceedings of the European Signal Processing Conference (EUSIPCO), Laussane/Switzerland, Aug. 2008. PDF Abstract
M. F. Duarte, M. B. Wakin, and R. G. Baraniuk, "Wavelet-Domain Compressive Signal Reconstruction Using a Hidden Markov Tree Model", Proceedings of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Las Vegas, NV, pp. 5137-5140, 2008. PDF Slides Abstract
M. F. Duarte, S. Sarvotham, D. Baron, M. B. Wakin, and R. G. Baraniuk, "Performance Limits for Jointly Sparse Signals via Graphical Models", Proceedings of the Sensor, Signal and Information Processing (SenSIP) Workshop, Sedona, AZ, 2008. PDF Slides Abstract
W. Dai, M. A. Sheikh, O. Milenkovic, and R. G. Baraniuk, "Probe Design for Compressive Sensing DNA", IEEE International Conference on Bioinformatics and Biomedicine, pp. 163-169, 2008. PDF Abstract
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), San Antonio, Texas, Sept. 2007. PDF Abstract
M. A. Sheikh, and R. G. Baraniuk, "Blind Error-Free Detection of Transform-Domainwatermarks.", Proceedings of the International Conference on Image Processing(ICIP), San Antonio, Texas/USA, Sep. 2007. PDF Abstract
C. Hegde, M. B. Wakin, and R. G. Baraniuk, "Random Projections for Manifold Learning: Proofs and Analysis ", Technical Report TREE0710: Rice University, Department of Electrical and Computer Engineering , Oct. 2007. PDF Abstract
M. A. Sheikh, O. Milenkovic, S. Sarvotham, and R. G. Baraniuk, "Compressive Sensing DNA Microarrays ", Technical Report TR0706. : Rice University, Department of Electrical and Computer Engineering , May 2007. PDF
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
D. G. Stork, and M. F. Duarte, "Computer Vision, image analysis and master art, Part III", IEEE Multimedia, 14(11), pp. 14-18, Jan. 2007. PDF
P. T. Boufounos, and R. G. Baraniuk, "Quantization of Sparse Representations": Rice University ECE Technical Report, Jan. 2007. PDF Abstract
C. Hegde, M. B. Wakin, and R. G. Baraniuk, "Random Projections for Manifold Learning ", Neural Information Processing Systems (NIPS), Dec. 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
R. Wagner, R. J. Stinnett, M. F. Duarte, R. G. Baraniuk, D. B. Johnson, and E. T. S. Ng., "A Network Application Programming Interface for Data Processing in Sensor Networks", Technical Report TREE-0705: Rice University, Department of Electrical and Computer Engineering , Apr. 2007. PDF Abstract
M. A. Sheikh, and D. H. Johnson, "Fundamental Detection and Estimation Limits of Spike Sorting", International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Honolulu, Hawaii/USA, Apr. 2007. PDF Abstract
D. G. Stork, and M. F. Duarte, "Fidelity analysis of mechanically aided copying/enlarging of Jan van Eyck's `Portrait of Niccolò Albergati", Proceedings of Vision Geometry XV at SPIE Electronic Imaging, San Jose, CA, 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
J. N. Laska, S. Kirolos, M. F. Duarte, T. Ragheb, R. G. Baraniuk, and Y. Massoud, "Theory and Implementation of an Analog-to-Information Converter using Random Demodulation", Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS), New Orleans, LA, pp. 1959-1962, 2007. PDF Abstract
P. T. Boufounos, M. F. Duarte, and R. G. Baraniuk, "Sparse Signal Reconstruction from Noisy Compressive Measurements Using Cross Validation", Proceedings of the IEEE Workshop on Statistical Signal Processing (SSP), Madison, WI, pp. 299-303, 2007. PDF Slides Abstract
T. Ragheb, S. Kirolos, J. N. Laska, M. Strauss, A. C. Gilbert, R. G. Baraniuk, and Y. Massoud, "Implementation models for analog-to-information conversion via random sampling", IEEE International Midwest Symposium on Circuits and Systems, 2007. PDF Abstract
M. A. Sheikh, S. Sarvotham, O. Milenkovic, and R. G. Baraniuk, "DNA Array Decoding from Nonlinear Measurements by Belief Propagation", Workshop on Statistical Signal Processing(SSP), pp. 215-219, 2007. PDF Abstract
M. A. Sheikh, O. Milenkovic, and R. G. Baraniuk, "Designing Compressive Sensing DNA Microarrays", CAMSAP, 2007. PDF Abstract

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