On the Power of Belief Propagation: A Constraint Propagation Perspective

  • R. Dechter ,
  • B. Bidyuk ,
  • Robert Mateescu ,
  • E. Rollon

in Heuristics, Probability and Causality. A Tribute to Judea Pearl

Published by College Publications | 2010 | Heuristics, Probability and Causality. A Tribute to Judea Pearl edition

In his seminal paper, Pearl [1986] introduced the notion of Bayesian networks and the first processing algorithm, Belief Propagation (BP), that computes posterior marginals, called beliefs, for each variable when the network is singly connected.