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All publications by Jason K. Johnson
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Orbit-product representation and correction of Gaussian belief propagation
Jason K. Johnson, Vladimir Y. Chernyak and Michael Chertkov
Proceedings of the 26th International Conference on Machine Learning (ICML-09), 2009


Adaptive Embedded Subgraph Algorithms using Walk-Sum Analysis
Venkat Chandrasekaran, Alan S. Willsky and Jason K. Johnson
Advances in Neural Information Processing Systems 20, 2007


Learning Markov Structure by Maximum Entropy Relaxation
Jason K. Johnson, Venkat Chandrasekaran and Alan S. Willsky
Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics (AISTATS-07), 2007


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


Walk-Sum Interpretation and Analysis of Gaussian Belief Propagation
Dmitry Malioutov, Alan S. Willsky and Jason K. Johnson
Advances in Neural Information Processing Systems 18, 2005