70 citations · 597 across the 35 of their papers we have counts for
3 papers · 1 filter
Active Tuples-based Scheme for Bounding Posterior Beliefs
Bozhena Bidyuk, Rina Dechter, Emma Rollon
The paper presents a scheme for computing lower and upper bounds on the posterior marginals in Bayesian networks with discrete variables. Its power lies in its ability to use any a…
Join-Graph Propagation Algorithms
Robert Mateescu, Kalev Kask, Vibhav Gogate +1
The paper investigates parameterized approximate message-passing schemes that are based on bounded inference and are inspired by Pearl's belief propagation algorithm (BP). We start…
AND/OR Multi-Valued Decision Diagrams (AOMDDs) for Graphical Models
Robert Mateescu, Rina Dechter, Radu Marinescu
Inspired by the recently introduced framework of AND/OR search spaces for graphical models, we propose to augment Multi-Valued Decision Diagrams (MDD) with AND nodes, in order to c…