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» Probabilistic Inference in Queueing Networks
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IJCAI
1997
13 years 6 months ago
Probabilistic Partial Evaluation: Exploiting Rule Structure in Probabilistic Inference
Bayesian belief networks have grown to prominence because they provide compact representations of many domains, and there are algorithms to exploit this compactness. The next step...
David Poole
UAI
1998
13 years 6 months ago
Context-specific approximation in probabilistic inference
There is evidence that the numbers in probabilistic inference don't really matter. This paper considers the idea that we can make a probabilistic model simpler by making fewe...
David Poole
CORR
2006
Springer
132views Education» more  CORR 2006»
13 years 5 months ago
Perturbation Analysis of a Variable M/M/1 Queue: A Probabilistic Approach
Motivated by the problem of the coexistence on transmission links of telecommunication networks of elastic and unresponsive traffic, we study in this paper the impact on the busy p...
Nelson Antunes, Christine Fricker, Fabrice Guillem...
BMCBI
2007
164views more  BMCBI 2007»
13 years 5 months ago
Comparison of probabilistic Boolean network and dynamic Bayesian network approaches for inferring gene regulatory networks
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...
Peng Li, Chaoyang Zhang, Edward J. Perkins, Ping G...
CN
2006
106views more  CN 2006»
13 years 5 months ago
Model-based end-to-end available bandwidth inference using queueing analysis
End-to-end available bandwidth estimation between Internet hosts is important to understand network congestion and enhance the performance of Quality-of-Service (QoS) demanding ap...
Xiaojun Hei, Brahim Bensaou, Danny H. K. Tsang