UAI
1992
14 years 18 days ago
1992
Current Bayesian net representations do not consider structure in the domain and include all variables in a homogeneous network. At any time, a human reasoner in a large domain ma...
PACT
2009
Springer
14 years 4 months ago
2009
Springer
In this paper, we design and implement an efficient technique for parallel evidence propagation on state-of-the-art multicore processor systems. Evidence propagation is a major ste...
IPSN
2005
Springer
14 years 5 months ago
2005
Springer
— Many inference problems that arise in sensor networks require the computation of a global conclusion that is consistent with local information known to each node. A large class...
SBACPAD
2006
IEEE
2006
IEEE
Scalable Parallel Implementation of Bayesian Network to Junction Tree Conversion for Exact Inference
14 years 5 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...
IPPS
2008
IEEE
14 years 5 months ago
2008
IEEE
We present a junction tree decomposition based algorithm for parallel exact inference. This is a novel parallel exact inference method for evidence propagation in an arbitrary jun...