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» Globalization of Belief Distributions
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UAI
1996
13 years 11 months ago
Why is diagnosis using belief networks insensitive to imprecision in probabilities?
Recent research has found that diagnostic performance with Bayesian belief networks is often surprisingly insensitive to imprecision in the numerical probabilities. For example, t...
Max Henrion, Malcolm Pradhan, Brendan Del Favero, ...
TIT
2011
209views more  TIT 2011»
13 years 5 months ago
Belief Propagation and LP Relaxation for Weighted Matching in General Graphs
Loopy belief propagation has been employed in a wide variety of applications with great empirical success, but it comes with few theoretical guarantees. In this paper we analyze t...
Sujay Sanghavi, Dmitry M. Malioutov, Alan S. Wills...
SSS
2007
Springer
14 years 4 months ago
Global Predicate Detection in Distributed Systems with Small Faults
Abstract. We study the problem of global predicate detection in presence of permanent and transient failures. We term the transient failures as small faults. We show that it is imp...
Felix C. Freiling, Arshad Jhumka
ITIIS
2008
110views more  ITIIS 2008»
13 years 10 months ago
Fast Detection of Distributed Global Scale Network Attack Symptoms and Patterns in High-speed Backbone Networks
Traditional attack detection schemes based on packets or flows have very high computational complexity. And, network based anomaly detection schemes can reduce the complexity, but...
Sun Ho Kim, Byeong-hee Roh
EUC
2007
Springer
14 years 4 months ago
Integrated Global and Local Quality-of-Service Adaptation in Distributed, Heterogeneous Systems
Abstract. In this paper we have developed a method for an efficient Quality-ofService provision and adaptation in dynamic, heterogeneous systems, based on our Matrix framework for...
Larisa Rizvanovic, Damir Isovic, Gerhard Fohler