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

Low-Rank Variance Estimation in Large-Scale Gmrf Models. - Dmitry M. Malioutov; Jason K. Johnson; Alan S. Willsky (ICASSP (3), 2006)

Walk-Sums and Belief Propagation in Gaussian Graphical Models. - Dmitry M. Malioutov; Jason K. Johnson; Alan S. Willsky (J. Mach. Learn. Res., 2006)

GMRF Variance Approximation using Splicedwavelet Bases. - Dmitry M. Malioutov; Jason K. Johnson; Alan S. Willsky (ICASSP (3), 2007)

Adaptive Embedded Subgraph Algorithms using Walk-Sum Analysis. - Venkat Chandrasekaran; Jason K. Johnson; Alan S. Willsky (NIPS, 2007)

Lagrangian Relaxation for MAP Estimation in Graphical Models - Jason K. Johnson; Dmitry M. Malioutov; Alan S. Willsky (CoRR, 2007)

Learning Markov Structure by Maximum Entropy Relaxation. - Jason K. Johnson; Venkat Chandrasekaran; Alan S. Willsky (AISTATS, 2007)

A Recursive Model-Reduction Method for Approximate Inference in Gaussian Markov Random Fields. - Jason K. Johnson; Alan S. Willsky (IEEE Trans. Image Process., 2008)

Estimation in Gaussian Graphical Models Using Tractable Subgraphs: A Walk-Sum Analysis. - Venkat Chandrasekaran; Jason K. Johnson; Alan S. Willsky (IEEE Trans. Signal Process., 2008)

Low-Rank Variance Approximation in GMRF Models: Single and Multiscale Approaches. - Dmitry M. Malioutov; Jason K. Johnson; Myung Jin Choi; Alan S. Willsky (IEEE Trans. Signal Process., 2008)

Convex relaxation methods for graphical models: Lagrangian and maximum entropy approaches. - Jason K. Johnson (2008)

Orbit-product representation and correction of Gaussian belief propagation. - Jason K. Johnson; Vladimir Y. Chernyak; Michael Chertkov (ICML, 2009)

Fixing convergence of Gaussian belief propagation. - Danny Dolev; Danny Bickson; Jason K. Johnson (ISIT, 2009)

A majorization-minimization approach to design of power transmission networks. - Jason K. Johnson; Michael Chertkov (CDC, 2010)

Learning Planar Ising Models - Jason K. Johnson; Praneeth Netrapalli; Michael Chertkov (CoRR, 2010)

Linear programming based detectors for two-dimensional intersymbol interference channels. - Shrinivas Kudekar; Jason K. Johnson; Michael Chertkov (ISIT, 2011)

Improved linear programming decoding using frustrated cycles. - Shrinivas Kudekar; Jason K. Johnson; Misha Chertkov (ISIT, 2013)

Learning Planar Ising Models. - Jason K. Johnson; Diane Oyen; Michael Chertkov; Praneeth Netrapalli (J. Mach. Learn. Res., 2016)