7 search results - page 1 / 2 » Scalable Node-Level Computation Kernels for Parallel Exact I... |
TC
2010
13 years 3 months ago
2010
—In this paper, we investigate data parallelism in exact inference with respect to arbitrary junction trees. Exact inference is a key problem in exploring probabilistic graphical...
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...
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...
JPDC
2010
13 years 3 months ago
2010
—We present the design and implementation of a parallel exact inference algorithm on the Cell Broadband Engine (Cell BE). Exact inference is a key problem in exploring probabilis...
IPPS
2008
IEEE
13 years 11 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...