Rice DSP Publications
]
"Regime Change: Bit-Depth versus Measurement-Rate in Compressive Sensing",
2011, Oct., Submitted.
Abstract
"Design and Analysis of Compressive Sensing Radar Detectors",
IEEE Trans. Sig. Processing, March, Submitted.
Abstract
"Asymptotic analysis of complex LASSO via complex approximate message passing (CAMP)",
IEEE Trans. Inf. Theory, August, Submitted.
Abstract
"Greedy Feature Selection for Subspace Clustering",
Submitted to Journal of Machine Learning Research, April 2012, Submitted.
Abstract
"Anisotropic Nonlocal Means",
Applied and Computational Harmonic Analysis, Submitted.
Abstract
"Compressive Acquisition of Dynamic Scenes",
SIAM Journal on Imaging Sciences, Submitted.
Abstract
"A compressive phase-locked loop",
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Submitted.
Abstract
"The pros and cons of compressive sensing for wideband signal acquisition: Noise folding vs. dynamic range",
IEEE Transactions on Signal Processing, Submitted.
Abstract
"Robust 1-bit compressive sensing via binary stable embeddings of sparse vectors",
Submitted, Submitted.
Abstract
"Signal Recovery on Incoherent Manifolds",
IEEE Transactions in Information Theory, Submitted.
Abstract
"Spectral compressive sensing",
Applied and Computational Harmonic Analysis, Submitted.
Abstract
"Stable restoration and separation of approximately sparse signals",
Applied and Computational Harmonic Analysis, Submitted.
Abstract
"Suboptimality of Nonlocal Means for Images with Sharp Edges",
Applied and Computational Harmonic Analysis, Submitted.
Abstract
"A Theory for Optical Flow-based Transport on Image Manifolds",
Applied and Computational Harmonic Analysis , Submitted.
Abstract
"Compressive CFAR Radar Detection",
IEEE RadarCon, Atlanta, May, 2012.
"Kronecker compressive sensing",
IEEE Transactions on Image Processing, vol. 21, no. 2, pp. 494-504, Feb., 2012.
Abstract
"Near-Isometric Linear Embeddings of Manifolds",
Statistical Signal Processing Workshop, Ann Arbor, MI, Aug., 2012.
"CS-MUVI: Video Compressive Sensing for Spatial-Multiplexing Cameras",
IEEE Intl. Conference on Computational Photography, Seattle, WA, April, 2012.
Abstract
"Flutter shutter video camera for compressive sensing of videos",
Intl. Conf. Computational Photography, Seattle, WA, April, 2012.
Abstract
"Go with the flow: Optical flow-based transport operators for image manifolds",
Allerton Conference on Communication, Control and Computing, Allerton, IL/USA, September, 2011.
Abstract
"Democracy in action: Quantization, saturation, and compressive sensing",
Applied and Computational Harmonic Analysis, vol. 31, no. 3, pp. 429-443, Nov., 2011.
Abstract
"The Polyphase Random Demodulator for Wideband Compressive Sensing",
Asilomar SSC, Pacific Grove, CA, Nov., 2011.
Abstract
"The compressive multiplexer for multi-channel compressive sensing",
Proc. of the International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Prague, Czech Republic, May, 2011.
Abstract
"Learning low-dimensional signal models: A Bayesian approach based on incomplete measurements",
IEEE Signal Processing Magazine (Special Issue on Dimensionality Reduction via Subspace and Manifold Learning), vol. 28, no. 2, pp. 39-51, Mar., 2011.
"Hybrid modeling of non-stationary process variations",
Design and Automation Conference (DAC), San Diego, CA, June, 2011.
Abstract
"Dynamic range and compressive sensing acquisition receivers",
Defense Applications of Signal Processing (DASP), Coolum, Australia, Jul., 2011.
Abstract
"More is less: Signal processing and the data deluge",
Science, vol. 331, no. 6018, pp. 717-719, Feb, 2011.
Abstract
"SpaRCS: Recovering Low-Rank and Sparse Matrices from Compressive Measurements",
Neural Information Processing Systems (NIPS), Granada, Spain, Dec., 2011.
Abstract
"Sampling and recovery of pulse streams",
IEEE Transactions on Signal Processing, vol. 59, no. 4, pp. 1505-1517, Apr., 2011.
Abstract
"Trust, but verify: Fast and accurate signal recovery from 1-bit compressive measurements",
IEEE Transactions on Signal Processing, vol. 59, no. 11, pp. 5289--5301, 2011.
Abstract
"Compressive acquisition of dynamic scenes",
European Conference on Computer Vision, Heraklion, Crete, Greece, September, 2010.
Abstract
"Image invariants for smooth reflective surfaces",
European Conference on Computer Vision, Crete, Greece, September, 2010.
Abstract
"Recovering spikes from noisy neuronal calcium signals via structured sparse approximation",
Latent Variable Analysis and Signal Separation (LVA), Saint Malo, France, pp. 604-611, September, 2010.
Abstract
"Rapid PFGA characterization using clock synthesis and signal sparsity",
International Test Conference (ITC), Austin, TX, October, 2010.
Abstract
"Analysis of orthogonal matching pursuit using the restricted isometry property",
IEEE Transactions on Information Theory, vol. 56, no. 9, pp. 4395-4401, Oct., 2010.
Abstract
"Joint manifolds for data fusion",
IEEE Transactions on Image Processing, vol. 19, no. 10, pp. 2580-2594, Oct., 2010.
Abstract
"Tuning support vector machines for minimax and Neyman-Pearson classification",
IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 32, no. 10, pp. 1888-1898, Oct., 2010.
Abstract
"A wideband compressive radio receiver",
Military Communications Conference (MILCOM), San Jose, CA, Oct., 2010.
"High-dimensional data fusion via joint manifold learning",
AAAI Fall 2010 Symposium on Manifold Learning, Arlington, VA, Nov., 2010.
Abstract
"Sparse signal recovery and acquisition with graphical models",
IEEE Signal Processing Magazine, vol. 27, no. 6, pp. 92-103, Nov, 2010.
"Distributed bearing estimation via matrix completion",
IEEE International Conferece on Acoustics, Speech, and Signal Processing (ICASSP), Dallas, Texas, March, 2010.
Abstract
"Compressive sensing of a superposition of pulses",
International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Dallas, Tx, Mar., 2010.
Abstract
"Texas Hold 'Em algorithms for distributed compressive sensing",
IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Dallas, TX, Mar., 2010.
Abstract
"Specular surface reconstruction from sparse reflection correspondences",
Computer Vision and Pattern Recognition, San Francisco, CA, June, 2010.
Abstract
"Beyond Nyquist: Efficient sampling of sparse bandlimited signals",
IEEE Transactions in Information Theory, vol. 56, no. 1, pp. 520-544, Jan., 2010.
Abstract
"Image contour fidelity analysis of mechanically aided enlargements of Jan Van Eyck's portrait of Niccolo Albergati",
Leonardo, vol. 43, no. 1, pp. 43-50, Feb., 2010.
"Spectral compressive sensing",
Technical Report TREE-1005, Feb., 2010.
Abstract
"Random observations on random observations: Sparse signal acquisition and processing",
Department of Electrical and Computer Engineering, vol. PhD: Rice University, Aug., 2010.
Abstract
"Model-based compressive sensing",
IEEE Transactions in Information Theory, vol. 56, pp. 1982-2001, April, 2010.
Abstract
"Signal processing with compressive measurements",
Journal of Selected Topics in Signal Processing, vol. 4, no. 2, pp. 445-460, Apr., 2010.
Abstract