206 search results - page 1 / 42 » Efficient Inference in Persistent Dynamic Bayesian Networks |
UAI
2008
13 years 6 months ago
2008
Numerous temporal inference tasks such as fault monitoring and anomaly detection exhibit a persistence property: for example, if something breaks, it stays broken until an interve...
BMCBI
2007
13 years 5 months ago
2007
Background: The regulation of gene expression is achieved through gene regulatory networks (GRNs) in which collections of genes interact with one another and other substances in a...
AI
1998
Springer
13 years 9 months ago
1998
Springer
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...
FLAIRS
2003
13 years 6 months ago
2003
We extend the differential approach to inference in Bayesian networks (BNs) (Darwiche, 2000) to handle specific problems that arise in the context of dynamic Bayesian networks (D...
ATAL
2008
Springer
2008
Springer
Efficient approximate inference in distributed Bayesian networks for MAS-based sensor interpretation
13 years 7 months ago
The multiply sectioned Bayesian network (MSBN) framework is the most studied approach for distributed Bayesian Network inference in an MAS setting. This paper describes a new fram...