Search Results for author: Misha Chertkov

Found 2 papers, 0 papers with code

Physics Informed Topology Learning in Networks of Linear Dynamical Systems

no code implementations27 Sep 2018 Saurav Talukdar, Deepjyoti Deka, Harish Doddi, Donatello Materassi, Misha Chertkov, Murti V. Salapaka

Learning influence pathways of a network of dynamically related processes from observations is of considerable importance in many disciplines.

A Graphical Transformation for Belief Propagation: Maximum Weight Matchings and Odd-Sized Cycles

no code implementations NeurIPS 2013 Jinwoo Shin, Andrew E. Gelfand, Misha Chertkov

It was recently shown that BP converges to the correct MAP assignment for a class of loopy GMs with the following common feature: the Linear Programming (LP) relaxation to the MAP problem is tight (has no integrality gap).

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