| 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 | 2188 | 2005 |
| Homotopy continuation for sparse signal representation DM Malioutov, M Cetin, AS Willsky Acoustics, Speech, and Signal Processing, 2005. Proceedings.(ICASSP'05 …, 2005 | 320 | 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 | 287 | 2006 |
| Sequential compressed sensing DM Malioutov, SR Sanghavi, AS Willsky IEEE Journal of Selected Topics in Signal Processing 4 (2), 435-444, 2010 | 151 | 2010 |
| Optimal sparse representations in general overcomplete bases DM Malioutov, M Cetin, AS Willsky Acoustics, Speech, and Signal Processing, 2004. Proceedings.(ICASSP'04 …, 2004 | 100 | 2004 |
| 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 | 94 | 2002 |
| 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 | 93 | 2010 |
| Lagrangian relaxation for MAP estimation in graphical models JK Johnson, DM Malioutov, AS Willsky arXiv preprint arXiv:0710.0013, 2007 | 88 | 2007 |
| Exact rule learning via boolean compressed sensing D Malioutov, K Varshney Proceedings of The 30th International Conference on Machine Learning, 765-773, 2013 | 75 | 2013 |
| 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 |
| Large-scale log-determinant computation through stochastic Chebyshev expansions I Han, D Malioutov, J Shin International Conference on Machine Learning, 908-917, 2015 | 70 | 2015 |
| Compressed sensing with sequential observations DM Malioutov, S Sanghavi, AS Willsky Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE …, 2008 | 68 | 2008 |
| Boolean compressed sensing: LP relaxation for group testing D Malioutov, M Malyutov Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International …, 2012 | 67 | 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 | 62 | 2011 |
| Walk-sum interpretation and analysis of Gaussian belief propagation JK Johnson, DM Malioutov, AS Willsky Advances in neural information processing systems 18, 579, 2006 | 62 | 2006 |
| 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 | 48 | 2009 |
| 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 | 45 | 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 | 45* | 2016 |
| Source localization by enforcing sparsity through a Laplacian prior: an SVD-based approach DM Malioutov, M Cetin, AS Willsky Statistical Signal Processing, 2003 IEEE Workshop on, 573-576, 2003 | 39 | 2003 |
| Interpretable Two-level Boolean Rule Learning for Classification G Su, D Wei, KR Varshney, DM Malioutov arXiv preprint arXiv:1511.07361, 2015 | 37 | 2015 |
Alan S. WillskyProfessor of EECS, MITVerified email at mit.edu
