Submitted Reports (back to top)


A. Soni and J. Haupt, "On the fundamental limits of recovering tree sparse vectors from noisy linear measurements," June 2013. Accepted; to appear in IEEE Transactions on Information Theory. (Preprint on arxiv.org)

S. Gonella and J. Haupt, "Automated defect localization via low rank plus outlier modeling of propagating wavefield data," September 2012. Accepted; to appear in IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control. (Preprint on arxiv.org)

Journal Papers (back to top)


J. Haupt, R. Castro, and R. Nowak, "Distilled sensing: Adaptive sampling for sparse detection and estimation," IEEE Transactions on Information Theory, vol. 57, no. 9, pp. 6222-6235, September 2011. (PDF)

J. Haupt, W.U. Bajwa, G. Raz, and R. Nowak, "Toeplitz compressed sensing matrices with applications to sparse channel estimation," IEEE Transactions on Information Theory, vol. 56, no. 11, pp. 5862-5875, Nov. 2010. (PDF)

W.U. Bajwa, J. Haupt, A.M. Sayeed, and R. Nowak, "Compressed channel sensing: A new approach to estimating sparse multipath channels," Proceedings of the IEEE, vol. 98, no. 6, pp. 1058-1076, June 2010. (PDF)

J. Haupt, W.U. Bajwa, M. Rabbat, and R. Nowak, "Compressed sensing for networked data," IEEE Signal Processing Magazine -- Special Issue on Compressive Sensing, vol. 25, no. 2, pp. 92-101, March 2008. (PDF)

W.U. Bajwa, J. Haupt, A.M. Sayeed, and R. Nowak, "Joint source-channel communication for distributed estimation in sensor networks," IEEE Transactions on Information Theory -- Special Issue on Relaying and Cooperation in Communication Networks, vol. 53, no. 10, pp. 3629-3653, October 2007. (PDF)

J. Haupt and R. Nowak, "Signal reconstruction from noisy random projections," IEEE Transactions on Information Theory, vol. 52, no. 9, pp. 4036-4048, September 2006. (PDF)

Conference Papers (back to top)


J. Haupt, "Locating salient items in large data collections with compressive linear measurements," to appear at IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, December 2013. (PDF)

A. Soni and J. Haupt, "Fundamental limits for support recovery of tree-sparse signals from noisy compressive samples," to appear at IEEE Global Workshop on Signal and Information Processing, December 2013. (PDF)

S. Rambhatla and J. Haupt, "Semi-blind source separation via sparse representations and online dictionary learning," to appear at Asilomar Conference on Signals, Systems, and Computers, November 2013. (An early draft on arxiv.org)

S. Jain, A. Soni, and J. Haupt, "Compressive measurement designs for estimating structured signals in structured clutter: A Bayesian experimental design approach," to appear at Asilomar Conference on Signals, Systems, and Computers, November 2013.

S. Jain, A. Soni, J. Haupt, N. Rao, and R. Nowak, "Knowledge-enhanced compressive measurement designs for estimating sparse signals in clutter," Signal Processing with Adaptive Structured Sparse Representations (SPARS), July 2013. (Abstract and Extended Version)

A. Soni and J. Haupt, "Level set estimation from compressive measurements using box constrained total variation regularization," Proc. IEEE Conference on Image Processing, September-October 2012. (PDF)

J. Haupt, R. Baraniuk, R. Castro, and R. Nowak, "Sequentially designed compressed sensing," Proc. IEEE/SP Workshop on Statistical Signal Processing, August 2012. (PDF)

A. Soni and J. Haupt, "Learning sparse representations for adaptive compressive sensing," Proc. IEEE Conference on Acoustics, Speech, and Signal Processing, March 2012. (PDF)

A. Soni and J. Haupt, "Efficient adaptive compressive sensing using sparse hierarchical learned dictionaries," Proc. Asilomar Conference on Signals, Systems, and Computers, November 2011. (PDF)

L. Applebaum, W.U. Bajwa, A.R. Calderbank, J. Haupt and R. Nowak, "Deterministic pilot sequences for sparse channel estimation in OFDM systems," Proc. 17th International Conference on Digital Signal Processing, July 2011. (PDF)

J. Haupt and R. Baraniuk, "Robust support recovery using sparse compressive sensing matrices," Proc. 45th Annual Conf. on Information Sciences and Systems, Baltimore, MD, March 2011. (PDF)

J. Haupt, R. Castro, and R. Nowak, "Improved bounds for sparse recovery from adaptive measurements," Proc. IEEE International Symposium on Information Theory, Austin, TX, June 2010. (PDF)

J. Haupt, L. Applebaum, and R. Nowak, "On the restricted isometry of deterministically subsampled Fourier matrices," Proc. 44th Annual Conf. on Information Sciences and Systems, Princeton, NJ, March 2010. (PDF)

J. Haupt, R. Baraniuk, R. Castro, and R. Nowak, "Compressive distilled sensing: Sparse recovery using adaptivity in compressive measurements," Proc. 43rd Asilomar Conf. on Signals, Systems, and Computers, Pacific Grove, CA, November 2009. (PDF)

J. Haupt, R. Castro, and R. Nowak, "Distilled sensing: Selective sampling for sparse signal recovery," Proc. 12th International Conference on Artificial Intelligence and Statistics (AISTATS), pp. 216-223, Clearwater Beach, Florida, April 2009. (PDF)

J. Haupt, R. Castro, and R. Nowak, "Adaptive sensing for sparse signal recovery," Proc. IEEE Digital Signal Processing Workshop and Workshop on Signal Processing Education, pp. 702-707, Marco Island, FL, 2009, January 2009. (PDF)

J. Haupt, R. Castro, and R. Nowak, "Adaptive discovery of sparse signals in noise," Proc. 42nd Asilomar Conf. on Signals, Systems, and Computers, pp. 1727-1731, Pacific Grove, CA, October 2008. (PDF)

G. Fudge, M. Chivers, S. Ravindran, R. Bland, P. Pace, and J. Haupt, "A Nyquist folding analog-to-information receiver," Proc. 42nd Asilomar Conf. on Signals, Systems, and Computers, pp. 541-545, Pacific Grove, CA, October 2008. (PDF)

W.U. Bajwa, J. Haupt, G. Raz, and R. Nowak, "Compressed channel sensing," Proc. 42nd Annual Conf. on Information Sciences and Systems, pp. 5-10, Princeton, NJ, March 2008. (PDF)

R. Castro, J. Haupt, R. Nowak, and G. Raz "Finding needles in noisy haystacks," Proc. IEEE Intl. Conf. on Acoustics, Speech and Signal Processing, pp. 5133-5136, Las Vegas, NV, April 2008. (PDF)

W.U. Bajwa, J. Haupt, G. Raz, S.J. Wright, and R. Nowak, "Toeplitz structured compressed sensing matrices," Proc. IEEE/SP 14th Workshop on Statistical Signal Processing, pp. 294-298, Madison, WI, August 2007. (PDF)

F. Boyle, J. Haupt, G. Fudge, and A. Yeh, "Detecting signal structure from randomly-sampled data," Proc. IEEE/SP 14th Workshop on Statistical Signal Processing, pp. 326-330, Madison, WI, August 2007. (PDF)

J. Haupt and R. Nowak, "Compressive sampling for signal detection," Proc. IEEE Intl. Conf. on Acoustics, Speech, and Signal Processing, vol. 3, pp. 1509-1512, Honolulu, HI, April 2007. (PDF)

J. Haupt, R. Castro, R. Nowak, G. Fudge, and A. Yeh, "Compressive sampling for signal classification," Proc. 40th Asilomar Conf. on Signals, Systems, and Computers, pp. 1430-1434, Pacific Grove, CA, October-November 2006. (PDF)

J. Haupt and R. Nowak, "Compressive sampling vs. conventional imaging," Proc. IEEE Intl. Conf. on Image Processing, pp. 1269-1272, Atlanta, GA, October 2006. (PDF)

W.U. Bajwa, J. Haupt, A.M. Sayeed, and R. Nowak, "A universal matched source-channel communication scheme for wireless sensor ensembles," Proc. IEEE Intl. Conf. on Acoustics, Speech, and Signal Processing, vol. 5, pp. 1153-1156, Toulouse, France, May 2006. (PDF)

R. Castro, J. Haupt, and R. Nowak, "Compressed sensing vs. active learning," Proc. IEEE Intl. Conf. on Acoustics, Speech, and Signal Processing, vol. 3, pp. 820-823, Toulouse, France, May 2006. (PDF)

W.U. Bajwa, J. Haupt, A.M. Sayeed, and R. Nowak, "Compressive wireless sensing," Proc. 5th Intl. Conf. on Information Processing in Sensor Networks, pp. 134-142, Nashville, TN, April 2006. (PDF)

M. Rabbat, J. Haupt, A. Singh, and R. Nowak, "Decentralized compression and predistribution via randomized gossiping," Proc. 5th Intl. Conf. on Information Processing in Sensor Networks, pp. 51-59, Nashville, TN, April 2006. (PDF)

J. Haupt and R. Nowak, "Signal reconstruction from noisy random projections with applications to wireless sensing," Proc. IEEE/SP 13th Workshop on Statistical Signal Processing, pp. 1182-1187, Bordeaux, France, July 2005. (PDF)

Book Chapters (back to top)


J. Haupt and R. Nowak, "Adaptive sensing for sparse recovery," in Compressed Sensing: Theory and Applications, Y. Eldar and G. Kutyniok eds., Cambridge University Press, 2012. (PDF)

Other Publications (back to top)


J. Haupt, "New theory and methods in adaptive and compressive sampling for sparse discovery," Ph.D. Dissertation, University of Wisconsin -- Madison, August 2009. (PDF)

J. Haupt and R. Nowak, "A generalized restricted isometry property," University of Wisconsin - Madison Technical Report ECE-07-1, May 2007. (PDF)

Copyright Notice (back to top)


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