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cond-mat.dis-nn2014
Cavity Method: Message Passing from a Physics Perspective
Gino Del Ferraro, Chuang Wang, Dani Martí +1
In this three-sections lecture cavity method is introduced as heuristic framework from a Physics perspective to solve probabilistic graphical models and it is presented both at the…
cond-mat.dis-nn2014
Dynamic message-passing approach for kinetic spin models with reversible dynamics
Gino Del Ferraro, Erik Aurell
A method to approximately close the dynamic cavity equations for synchronous reversible dynamics on a locally tree-like topology is presented. The method builds on a graph ex…