70 citations · 149 across the 6 of their papers we have counts for
3 papers · 1 filter
Iterative Join-Graph Propagation
Rina Dechter, Kalev Kask, Robert Mateescu
The paper presents an iterative version of join-tree clustering that applies the message passing of join-tree clustering algorithm to join-graphs rather than to join-trees, iterati…
Systematic vs. Non-systematic Algorithms for Solving the MPE Task
Radu Marinescu, Kalev Kask, Rina Dechter
The paper continues the study of partitioning based inference of heuristics for search in the context of solving the Most Probable Explanation task in Bayesian Networks. We compare…
BEEM : Bucket Elimination with External Memory
Kalev Kask, Rina Dechter, Andrew E. Gelfand
A major limitation of exact inference algorithms for probabilistic graphical models is their extensive memory usage, which often puts real-world problems out of their reach. In thi…