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SBACPAD
2006
IEEE
148views Hardware» more  SBACPAD 2006»
14 years 7 days 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...
ICTAI
2006
IEEE
14 years 8 days ago
A Junction Tree Propagation Algorithm for Bayesian Networks with Second-Order Uncertainties
Bayesian networks (BNs) have been widely used as a model for knowledge representation and probabilistic inferences. However, the single probability representation of conditional d...
Maurizio Borsotto, Weihong Zhang, Emir Kapanci, Av...
AI
1998
Springer
13 years 10 months ago
Temporally Invariant Junction Tree for Inference in Dynamic Bayesian Network
Abstract. Dynamic Bayesian networks (DBNs) extend Bayesian networks from static domains to dynamic domains. The only known generic method for exact inference in DBNs is based on dy...
Yang Xiang
ATAL
2010
Springer
13 years 6 months ago
Efficient multi-agent coordination using resource-aware junction trees
N. Stefanovitch, A. Farinelli, A. Rogers, N. R. Je...