A sparse signal reconstruction perspective for source localization with sensor arrays D Malioutov, M Çetin, AS Willsky IEEE Transactions on Signal Processing 53 (8), 3010-3022, 2005 | 2822 | 2005 |
Homotopy continuation for sparse signal representation DM Malioutov, M Cetin, AS Willsky Acoustics, Speech, and Signal Processing, 2005. Proceedings.(ICASSP'05 …, 2005 | 371 | 2005 |
Walk-sums and belief propagation in Gaussian graphical models DM Malioutov, JK Johnson, AS Willsky Journal of Machine Learning Research 7 (Oct), 2031-2064, 2006 | 340 | 2006 |
Sequential compressed sensing DM Malioutov, SR Sanghavi, AS Willsky IEEE Journal of Selected Topics in Signal Processing 4 (2), 435-444, 2010 | 170 | 2010 |
Large-scale log-determinant computation through stochastic Chebyshev expansions I Han, D Malioutov, J Shin International Conference on Machine Learning, 908-917, 2015 | 111 | 2015 |
Reducing data acquisition times in phase-encoded velocity imaging using compressed sensing DJ Holland, DM Malioutov, A Blake, AJ Sederman, LF Gladden Journal of Magnetic Resonance 203 (2), 236-246, 2010 | 109 | 2010 |
Optimal sparse representations in general overcomplete bases DM Malioutov, M Cetin, AS Willsky Acoustics, Speech, and Signal Processing, 2004. Proceedings.(ICASSP'04 …, 2004 | 104 | 2004 |
Exact rule learning via boolean compressed sensing D Malioutov, K Varshney Proceedings of The 30th International Conference on Machine Learning, 765-773, 2013 | 98 | 2013 |
A variational technique for source localization based on a sparse signal reconstruction perspective M Cetin, DM Malioutov, AS Willsky Acoustics, Speech, and Signal Processing (ICASSP), 2002 IEEE International …, 2002 | 98 | 2002 |
Lagrangian relaxation for MAP estimation in graphical models JK Johnson, DM Malioutov, AS Willsky arXiv preprint arXiv:0710.0013, 2007 | 95 | 2007 |
Approximating Spectral Sums of Large-Scale Matrices using Stochastic Chebyshev Approximations I Han, D Malioutov, H Avron, J Shin SIAM Journal on Scientific Computing 39 (4), A1558-A1585, 2017 | 85 | 2017 |
Approximating the Spectral Sums of Large-scale Matrices using Chebyshev Approximations I Han, D Malioutov, H Avron, J Shin arXiv preprint arXiv:1606.00942, 2016 | 85* | 2016 |
Boolean compressed sensing: LP relaxation for group testing D Malioutov, M Malyutov Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International …, 2012 | 81 | 2012 |
Belief propagation and LP relaxation for weighted matching in general graphs S Sanghavi, D Malioutov, A Willsky IEEE Transactions on Information Theory 57 (4), 2203-2212, 2011 | 73 | 2011 |
Compressed sensing with sequential observations DM Malioutov, S Sanghavi, AS Willsky Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE …, 2008 | 73 | 2008 |
Linear programming analysis of loopy belief propagation for weighted matching S Sanghavi, D Malioutov, AS Willsky Advances in neural information processing systems, 1273-1280, 2008 | 73 | 2008 |
Walk-sum interpretation and analysis of Gaussian belief propagation JK Johnson, DM Malioutov, AS Willsky Advances in neural information processing systems 18, 579, 2006 | 66* | 2006 |
Interpretable Two-level Boolean Rule Learning for Classification G Su, D Wei, KR Varshney, DM Malioutov arXiv preprint arXiv:1511.07361, 2015 | 65 | 2015 |
Quantitative single point imaging with compressed sensing P Parasoglou, D Malioutov, AJ Sederman, J Rasburn, H Powell, ... Journal of Magnetic resonance 201 (1), 72-80, 2009 | 58 | 2009 |
Iterative log thresholding D Malioutov, A Aravkin Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International …, 2014 | 51 | 2014 |