Dmitry Malioutov
Dmitry Malioutov
Research Staff Member, T.J. Watson IBM Research center
Verified email at us.ibm.com - Homepage
Title
Cited by
Cited by
Year
A sparse signal reconstruction perspective for source localization with sensor arrays
D Malioutov, M «etin, AS Willsky
IEEE Transactions on Signal Processing 53 (8), 3010-3022, 2005
20732005
Homotopy continuation for sparse signal representation
DM Malioutov, M Cetin, AS Willsky
Acoustics, Speech, and Signal Processing, 2005. Proceedings.(ICASSP'05†…, 2005
3062005
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
2682006
Sequential compressed sensing
DM Malioutov, SR Sanghavi, AS Willsky
IEEE Journal of Selected Topics in Signal Processing 4 (2), 435-444, 2010
1472010
Optimal sparse representations in general overcomplete bases
DM Malioutov, M Cetin, AS Willsky
Acoustics, Speech, and Signal Processing, 2004. Proceedings.(ICASSP'04†…, 2004
982004
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
922002
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
882010
Lagrangian relaxation for MAP estimation in graphical models
JK Johnson, DM Malioutov, AS Willsky
arXiv preprint arXiv:0710.0013, 2007
822007
Exact rule learning via boolean compressed sensing
D Malioutov, K Varshney
Proceedings of The 30th International Conference on Machine Learning, 765-773, 2013
722013
Compressed sensing with sequential observations
DM Malioutov, S Sanghavi, AS Willsky
Acoustics, Speech and Signal Processing, 2008. ICASSP 2008. IEEE†…, 2008
662008
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
652008
Boolean compressed sensing: LP relaxation for group testing
D Malioutov, M Malyutov
Acoustics, Speech and Signal Processing (ICASSP), 2012 IEEE International†…, 2012
632012
Large-scale log-determinant computation through stochastic Chebyshev expansions
I Han, D Malioutov, J Shin
International Conference on Machine Learning, 908-917, 2015
612015
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
592011
Walk-sum interpretation and analysis of Gaussian belief propagation
JK Johnson, DM Malioutov, AS Willsky
Advances in neural information processing systems 18, 579, 2006
58*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
462009
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
382017
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
38*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
352003
Low-rank variance approximation in GMRF models: Single and multiscale approaches
DM Malioutov, JK Johnson, MJ Choi, AS Willsky
Signal Processing, IEEE Transactions on 56 (10), 4621-4634, 2008
312008
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Articles 1–20