Fixed Points of Belief Propagation—An Analysis via Polynomial Homotopy Continuation
Sign Up to like & getrecommendations! Published in 2018 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"
DOI: 10.1109/tpami.2017.2749575
Abstract: Belief propagation (BP) is an iterative method to perform approximate inference on arbitrary graphical models. Whether BP converges and if the solution is a unique fixed point depends on both the structure and the parametrization… read more here.
Keywords: homotopy continuation; fixed point; belief propagation; fixed points ... See more keywords