137 search results - page 2 / 28 » Compiling relational Bayesian networks for exact inference |
ECAI
2008
Springer
13 years 7 months ago
2008
Springer
Abstract. Two approaches have been used to perform approximate inference in Bayesian networks for which exact inference is infeasible: employing an approximation algorithm, or appr...
RSFDGRC
2005
Springer
13 years 11 months ago
2005
Springer
Abstract. In this paper, we revisit the consensus of computational complexity on exact inference in Bayesian networks. We point out that even in singly connected Bayesian networks,...
SBACPAD
2006
IEEE
2006
IEEE
Scalable Parallel Implementation of Bayesian Network to Junction Tree Conversion for Exact Inference
13 years 11 months ago
We present a scalable parallel implementation for converting a Bayesian network to a junction tree, which can then be used for a complete parallel implementation for exact inferen...
IAT
2009
IEEE
13 years 9 months ago
2009
IEEE
Abstract--This paper is focusing on exact Bayesian reasoning in systems of agents, which represent weakly coupled processing modules supporting collaborative inference through mess...
SBACPAD
2007
IEEE
13 years 11 months ago
2007
IEEE
We present node level primitives for parallel exact inference on an arbitrary Bayesian network. We explore the probability representation on each node of Bayesian networks and eac...