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» Inference Algorithms for Similarity Networks
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UAI
1998
14 years 11 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
ICC
2008
IEEE
167views Communications» more  ICC 2008»
15 years 4 months ago
Traceroute-Based Topology Inference without Network Coordinate Estimation
Abstract— Underlay topology information is important to construct efficient overlay networks. To achieve end-to-end network topology inference among a group of hosts, traceroute...
Xing Jin, Wanqing Tu, S.-H. Gary Chan
IJCAI
1997
14 years 11 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
RSA
2010
98views more  RSA 2010»
14 years 8 months ago
Network delay inference from additive metrics
We demonstrate the use of computational phylogenetic techniques to solve a central problem in inferential network monitoring. More precisely, we design a novel algorithm for multi...
Shankar Bhamidi, Ram Rajagopal, Sébastien R...
ICML
2009
IEEE
15 years 10 months ago
Robot trajectory optimization using approximate inference
The general stochastic optimal control (SOC) problem in robotics scenarios is often too complex to be solved exactly and in near real time. A classical approximate solution is to ...
Marc Toussaint