Dmitry M. Malioutov

Dmitry M. Malioutov, Mikhail B. Malyutov: Boolean compressed sensing: LP relaxation for group testing. ICASSP 2012: 3305-3308

Sujay Sanghavi, Dmitry M. Malioutov, Alan S. Willsky: Belief Propagation and LP Relaxation for Weighted Matching in General Graphs. IEEE Transactions on Information Theory 57(4): 2203-2212 (2011)

Dmitry M. Malioutov, Sujay Sanghavi, Alan S. Willsky: Sequential Compressed Sensing. J. Sel. Topics Signal Processing 4(2): 435-444 (2010)

Dmitry M. Malioutov, Sujay Sanghavi, Alan S. Willsky: Sequential Compressed Sensing. CoRR abs/1003.0219 (2010)

Dmitry M. Malioutov, Jason K. Johnson, Myung Jin Choi, Alan S. Willsky: Low-Rank Variance Approximation in GMRF Models: Single and Multiscale Approaches. IEEE Transactions on Signal Processing 56(10-1): 4621-4634 (2008)

Dmitry M. Malioutov, Sujay Sanghavi, Alan S. Willsky: Compressed sensing with sequential observations. ICASSP 2008: 3357-3360

Sujay Sanghavi, Dmitry M. Malioutov, Alan S. Willsky: Linear programming analysis of loopy belief propagation for weighted matching. NIPS 2007

Jason K. Johnson, Dmitry M. Malioutov, Alan S. Willsky: Lagrangian Relaxation for MAP Estimation in Graphical Models. CoRR abs/0710.0013 (2007)

Dmitry M. Malioutov, Jason K. Johnson, Alan S. Willsky: Walk-Sums and Belief Propagation in Gaussian Graphical Models. Journal of Machine Learning Research 7: 2031-2064 (2006)

Dmitry M. Malioutov, Müjdat Çetin, Alan S. Willsky: A sparse signal reconstruction perspective for source localization with sensor arrays. IEEE Transactions on Signal Processing 53(8-2): 3010-3022 (2005)

Jason K. Johnson, Dmitry M. Malioutov, Alan S. Willsky: Walk-Sum Interpretation and Analysis of Gaussian Belief Propagation. NIPS 2005

Müjdat Çetin, Dmitry M. Malioutov, Alan S. Willsky: A variational technique for source localization based on a sparse signal reconstruction perspective. ICASSP 2002: 2965-2968