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» Context-Specific Independence in Bayesian Networks
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69
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WEBI
2001
Springer
15 years 4 months ago
On Axiomatizing Probabilistic Conditional Independencies in Bayesian Networks
Several researchers have suggested that Bayesian networks (BNs) should be used to manage the inherent uncertainty in information retrieval. However, it has been argued that manuall...
Cory J. Butz
64
Voted
ECSQARU
2007
Springer
15 years 6 months ago
Independence Decomposition in Dynamic Bayesian Networks
Ildikó Flesch, Peter J. F. Lucas
ECAI
2010
Springer
15 years 1 months ago
Probabilistic Logic with Conditional Independence Formulae
We investigate probabilistic propositional logic as a way of expressing and reasoning about uncertainty. In contrast to Bayesian networks, a logical approach can easily cope with i...
Magdalena Ivanovska, Martin Giese
109
Voted
BMCBI
2010
147views more  BMCBI 2010»
15 years 16 days ago
Learning biological network using mutual information and conditional independence
Background: Biological networks offer us a new way to investigate the interactions among different components and address the biological system as a whole. In this paper, a revers...
Dong-Chul Kim, Xiaoyu Wang, Chin-Rang Yang, Jean G...
120
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UAI
2001
15 years 1 months ago
A Bayesian Multiresolution Independence Test for Continuous Variables
In this paper we present a method of computing the posterior probability of conditional independence of two or more continuous variables from data, examined at several resolutions...
Dimitris Margaritis, Sebastian Thrun