Sciweavers

3 search results - page 1 / 1
» Scalable Parallel Implementation of Bayesian Network to Junc...
Sort
View
SBACPAD
2006
IEEE
148views Hardware» more  SBACPAD 2006»
13 years 11 months ago
Scalable Parallel Implementation of Bayesian Network to Junction Tree Conversion for Exact Inference
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...
Vasanth Krishna Namasivayam, Animesh Pathak, Vikto...
SBACPAD
2007
IEEE
128views Hardware» more  SBACPAD 2007»
13 years 11 months ago
Node Level Primitives for Parallel Exact Inference
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...
Yinglong Xia, Viktor K. Prasanna
TC
2010
13 years 3 months ago
Scalable Node-Level Computation Kernels for Parallel Exact Inference
—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...
Yinglong Xia, Viktor K. Prasanna