Rice DSP Publications

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Submitted
2014
A. S. Lan, C. Studer, and R. G. Baraniuk, "Matrix Recovery From Quantized and Corrupted Measurements", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Florence, Italy, May, 2014. Abstract
A. S. Lan, A. E. Waters, C. Studer, and R. G. Baraniuk, "Sparse Factor Analysis for Learning and Content Analytics", Journal of Machine Learning Research, vol. 15, pp. 1959-2008, June, 2014. Abstract
A. E. Waters, C. Studer, and R. G. Baraniuk, "Collaboration-Type Identification in Educational Datasets", Journal of Educational Data Mining, vol. 6, no. 1, pp. 28-52, July, 2014. Abstract
A. S. Lan, C. Studer, and R. G. Baraniuk, "Quantized Matrix Completion for Personalized Learning", The 7th International Conference on Educational Data Mining (EDM), London, July , 2014. Abstract
A. S. Lan, C. Studer, and R. G. Baraniuk, "Time-varying Learning and Content Analytics via Sparse Factor Analysis", ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), New York, Aug., 2014. Abstract
D. Vats, R. D. Nowak, and R. G. Baraniuk, "Active Learning for Undirected Graphical Model Selection", Proceedings of the 17th International Conference on Artificial Intelligence and Statistics (AISTATS), 2014.
R. J. Patel, T. Goldstein, E. L. Dyer, A. Mirhoseini, and R. G. Baraniuk, oASIS: Adaptive Column Sampling for Kernel Matrix Approximation, , no. TREE 1402: Rice University, Department of Electrical and Computer Engineering, 2014.
S. Nagaraj, C. Hegde, A. C. Sankaranarayanan, and R. G. Baraniuk, "Optical Flow-based Transport on Image Manifolds", Applied and Computational Harmonic Analysis , vol. 36, no. 2, pp. 280-301, 2014.
D. Vats, and R. G. Baraniuk, "Path Thresholding: Asymptotically Tuning-Free High-Dimensional Sparse Regression", Proceedings of the 17th International Conference on Artificial Intelligence and Statistics (AISTATS), 2014. Abstract
C. Studer, and R. G. Baraniuk, "Stable restoration and separation of approximately sparse signals", Applied and Computational Harmonic Analysis, vol. 31, no. 1, pp. 12-35, 2014. Abstract
2013
C. Studer, G. Pope, P. Navarro, and R. G. Baraniuk, "Recovering Sparse Low-rank Blocks in Tandem Mass Spectrometry", Allerton Conference on Communication, Control, and Computing, Monticello, Illinois, Oct., 2013. Abstract
A. S. Lan, C. Studer, A. E. Waters, and R. G. Baraniuk, "Tag-Aware Ordinal Sparse Factor Analysis for Learning and Content Analytics", The Sixth International Conference on Educational Data Mining, Memphis, TN, July, 2013. Abstract
D. Vats, C. Studer, A. S. Lan, L. Carin, and R. G. Baraniuk, "Test Size Reduction for Concept Estimation", Proceeding of the Sixth International Conference on Educational Data Mining (EDM), July, 2013.
M. F. Duarte, M. B. Wakin, D. Baron, S. Sarvotham, and R. G. Baraniuk, "Measurement Bounds for Sparse Signal Ensembles via Graphical Models", IEEE Transactions in Information Theory, vol. 59, no. 7, pp. 4280-4289, Jul., 2013. Abstract
M. F. Duarte, and R. G. Baraniuk, "Spectral compressive sensing", Applied and Computational Harmonic Analysis, vol. 35, no. 1, pp. 111-129, Jul., 2013. Abstract
D. Vats, and R. G. Baraniuk, "When in Doubt SWAP: High-Dimensional Sparse Recovery from Correlated Measurements", Advances in Neural Information Processing Systems (NIPS), Dec., 2013.
A. Maleki, M. Narayan, and R. G. Baraniuk, "Anisotropic Nonlocal Means Denoising", Applied and Computational Harmonic Analysis, vol. 35, no. 3, pp. 452-482, 2013. Abstract
E. L. Dyer, A. C. Sankaranarayanan, and R. G. Baraniuk, "Greedy Feature Selection for Subspace Clustering", Journal of Machine Learning Research, vol. 14, no. 1, pp. 2487-2517, 2013. Abstract
2012
C. Studer, W. Yin, and R. G. Baraniuk, "Signal Representations with Minimum l_inf-Norm", 50th Annual Allerton Conference on Communication, Control, and Computing, Monticello, IL, Oct., 2012. Abstract
A. Maleki, M. Narayan, and R. G. Baraniuk, "Suboptimality of Nonlocal Means for Images with Sharp Edges", Applied and Computational Harmonic Analysis, vol. 33, no. 3, pp. 370-388, Nov., 2012. Abstract
S. R. Schnelle, J. P. Slavinsky, P. T. Boufounos, M. A. Davenport, and R. G. Baraniuk, "A compressive phase-locked loop", IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Kyoto, Japan, Mar., 2012. Abstract
C. Studer, and R. G. Baraniuk, "Dictionary Learning from Sparsely Corrupted or Compressed Signals", IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Kyoto, Japan, Mar., 2012. Abstract
S. Jalali, A. Maleki, and R. G. Baraniuk, "Minimum Complexity Pursuit: Stability Analysis", International Symposium of Information Theory (ISIT), Cambridge, MA, Jul., 2012. Abstract
C. Hegde, and R. G. Baraniuk, "SPIN: Iterative Signal Recovery on Incoherent Manifolds", IEEE International Symposium on Information Theory (ISIT), Cambridge, MA, Jul., 2012.
M. F. Duarte, G. Shen, A. Ortega, and R. G. Baraniuk, "Signal Compression in Wireless Sensor Networks", Philosophical Transactions of the Royal Society A, vol. 370, no. 1958, pp. 118-135, Jan., 2012. Abstract
M. F. Duarte, and R. G. Baraniuk, "Kronecker compressive sensing", IEEE Transactions on Image Processing, vol. 21, no. 2, pp. 494-504, Feb., 2012. Abstract
C. Hegde, and R. G. Baraniuk, "Signal Recovery on Incoherent Manifolds", IEEE Transactions in Information Theory, vol. 58, no. 12, pp. 7204-7214, Dec., 2012. Abstract
C. Hegde, A. C. Sankaranarayanan, and R. G. Baraniuk, "Near-Isometric Linear Embeddings of Manifolds", Statistical Signal Processing Workshop, Ann Arbor, MI, Aug., 2012.
A. C. Sankaranarayanan, C. Studer, and R. G. Baraniuk, "CS-MUVI: Video Compressive Sensing for Spatial-Multiplexing Cameras", IEEE Intl. Conference on Computational Photography, Seattle, WA, April, 2012. Abstract
C. Hegde, A. C. Sankaranarayanan, and R. G. Baraniuk, "Learning Manifolds in the Wild", Submitted to Journal of Machine Learning Research, 2012.
2011
A. C. Sankaranarayanan, C. Hegde, S. Nagaraj, and R. G. Baraniuk, "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
J. N. Laska, P. T. Boufounos, M. A. Davenport, and R. G. Baraniuk, "Democracy in action: Quantization, saturation, and compressive sensing", Applied and Computational Harmonic Analysis, vol. 31, no. 3, pp. 429-443, Nov., 2011. Abstract
J. P. Slavinsky, J. N. Laska, M. A. Davenport, and R. G. Baraniuk, "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
L. Carin, R. G. Baraniuk, V. Cevher, D. Dunson, M. Jordan, G. Sapiro, and M. B. Wakin, "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.

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