Rice DSP Publications

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2010
A. Waters, and V. Cevher, "Distributed Bearing Estimation via Matrix Completion", IEEE International Conferece on Acoustics, Speech, and Signal Processing (ICASSP), Dallas, Texas, March 2010. PDF Abstract
S. R. Schnelle, J. N. Laska, C. Hegde, M. F. Duarte, M. A. Davenport, and R. G. Baraniuk, "Texas Hold 'Em Algorithms for Distributed Compressive Sensing", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Dallas, TX, Mar. 2010. 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", IEEE Transactions in Information Theory, 56(1), pp. 520-544, Jan. 2010. 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", Leonardo, 43(1), pp. 43-50, Feb. 2010.
M. F. Duarte, and R. G. Baraniuk, "Spectral Compressive Sensing", Submitted to IEEE Transactions on Signal Processing, Feb. 2010. PDF Abstract
R. G. Baraniuk, V. Cevher, M. F. Duarte, and C. Hegde, "Model-based Compressive Sensing", to appear in IEEE Transactions in Information Theory, 2010. PDF Abstract
R. G. Baraniuk, V. Cevher, and M. B. Wakin, "Low-dimensional models for dimensionality reduction and signal recovery: A geometric perspective", to appear in Proceedings of the IEEE, 2010. PDF Abstract
M. A. Davenport, P. T. Boufounos, M. B. Wakin, and R. G. Baraniuk, "Signal processing with compressive measurements", to appear in Journal of Selected Topics in Signal Processing, 2010. 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, 2010. PDF Abstract
2009
M. A. Davenport, C. Hegde, M. F. Duarte, and R. G. Baraniuk, "Joint Manifolds for Data Fusion", submitted to IEEE Transactions on Image Processing, 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
C. Hegde, and R. G. Baraniuk, "Compressive Sensing of Streams of Pulses", Allerton Conference on Communication, Control, and Computing, Sep. 2009. PDF Abstract
M. F. Duarte, V. Cevher, and R. G. Baraniuk, "Model-based compressive sensing for signal ensembles", Proceedings of the 47rd Allerton Conference on Communication, Control, and Computing, Monticello, IL, Sep. 2009. PDF Abstract
J. D. Haupt, R. G. Baraniuk, R. M. Castro, and R. D. Nowak, "Compressive Distilled Sensing: Sparse Recovery Using Adaptivity in Compressive Measurements", 43rd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA/USA, Oct. 2009. PDF Abstract
J. N. Laska, M. A. Davenport, and R. G. Baraniuk, "Signal Recovery from Corrupted Measurements", 43rd Asilomar Conference on Signals, Systems, and Computers, Pacific Grove, CA, Oct. 2009.
M. A. Davenport, J. N. Laska, P. T. Boufounos, and R. G. Baraniuk, "A simple proof that random matrices are democratic", Technical Report TREE 0906: Rice University, Department of Electrical and Computer Engineering, Nov. 2009. PDF Abstract
T. Sun, G. L. Woods, M. F. Duarte, K. F. Kelly, C. Li, and Y. Zhang, "OBIC measurements without lasers or raster-scanning based on compressive sensing", International Symposium for Testing and Failure Analysis (ISTFA), San Jose, CA, Nov. 2009. 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, and R. G. Baraniuk, "Finite Range Scalar Quantization for Compressive Sensing", Proc. International Conference on Sampling Theory and Applications (SAMPTA), Marseille, May 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), Marseille, 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, D. H. Johnson, and R. G. Baraniuk, "Sparse Coding with Population Sketches", Computational Neuroscience (CNS), Berlin, Jul. 2009. PDF
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", submitted to IEEE Transactions on Signal Processing, Jul. 2009. PDF Abstract
D. Baron, M. F. Duarte, M. B. Wakin, S. Sarvotham, and R. G. Baraniuk, "Distributed Compressive Sensing", Preprint, Jan. 2009. PDF Abstract
V. Chandrasekaran, M. B. Wakin, D. Baron, and R. G. Baraniuk, "Representation and Compression of Multi-Dimensional Piecewise Functions Using Surflets", IEEE Transactions on Information Theory, 55(1), pp. 374–400, 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
W. Dai, M. A. Sheikh, O. Milenkovic, and R. G. Baraniuk, "Compressive Sensing DNA Microarrays", EURASIP Journal on Bioinformatics and Systems Biology, Feb. 2009. PDF Abstract
R. G. Baraniuk, and M. B. Wakin, "Random Projections of Smooth Manifolds", Foundations of Computational Mathematics, 9(1), Feb. 2009. PDF Abstract
V. Cevher, "Learning with compressible priors", NIPS, Vancouver, B.C./Canada, Dec. 2009. PDF Abstract
M. F. Duarte, and R. G. Baraniuk, "Kronecker Compressive Sensing", Submitted to IEEE Transactions on Image Processing, Dec. 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
V. Cevher, P. T. Boufounos, R. G. Baraniuk, A. C. Gilbert, and M. J. Strauss, "Near-optimal Bayesian localization via incoherence and sparsity", IPSN 2009, San Francisco, CA/USA, 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
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
D. Baron, S. Sarvotham, and R. G. Baraniuk, "Bayesian Compressive Sensing via Belief Propagation", to appear in IEEE Transactions on Signal Processing, 2009. PDF Abstract
V. Cevher, P. Indyk, L. Carin, and R. G. Baraniuk, "A Tutorial on Sparse Signal Recovery with Graphical Models", submitted to IEEE Signal Processing Magazine, 2009.
M. F. Duarte, and R. G. Baraniuk, "Kronecker Compressive Sensing", IEEE Transactions on Image Processing, 2009.
2008
R.Wagner, A. Cohen, and R. G. Baraniuk, "Approximation and Compression of Scattered Data by Meshless Multiscale Decomposition", Applied and Computational Harmonic Analysis, 25(2), pp. 133–147, Sep. 2008. PDF Abstract
W. Chan, K. Charan, D. Takhar, K. F. Kelly, R. G. Baraniuk, and D. M. Mittleman, "A Single-Pixel Terahertz Imaging system based on Compressed Sensing", Applied Physics Letters, Sep. 2008. PDF Abstract
V. Cevher, A. C. 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
D. Reddy, A. C. Sankaranarayanan, V. Cevher, and R. Chellappa, "Compressed sensing for multi-view tracking and 3-D voxel reconstruction", ICIP 2008, San Diego, CA/USA, Oct. 2008. PDF Abstract
C. J. Rozell, D. H. Johnson, R. G. Baraniuk, and B. A. Olshausen, "Sparse Coding via Thresholding and Local Competition in Neural Circuits", Neural computation , 20(10), pp. 2526-2563, Oct. 2008. PDF Abstract
C. J. Rozell, D. H. Johnson, R. G. Baraniuk, and B. A. Olshausen, "Neurally Plausible Sparse Coding via Thresholding and Local Competition", Neural Computation, 20, pp. 2526–2563, Oct. 2008. PDF Abstract
V. Cevher, P. T. Boufounos, M. F. Duarte, and R. G. Baraniuk, "Space Cutting for Distributed Localization", 42nd Asilomar Conference on Signals, Systems, and Computers, aa, Pacific Grove, CA, Oct. 2008.
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, Nov. 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, May 2008. PDF Slides Abstract

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