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» Racing for Conditional Independence Inference
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VMCAI
2004
Springer
14 years 4 months ago
Type Inference for Parameterized Race-Free Java
Abstract. We study the type system introduced by Boyapati and Rinard in their paper “A Parameterized Type System for Race-Free Java Programs” and try to infer the type annotati...
Rahul Agarwal, Scott D. Stoller
JMLR
2010
102views more  JMLR 2010»
13 years 5 months ago
Efficient Algorithms for Conditional Independence Inference
The topic of the paper is computer testing of (probabilistic) conditional independence (CI) implications by an algebraic method of structural imsets. The basic idea is to transfor...
Remco R. Bouckaert, Raymond Hemmecke, Silvia Lindn...
AI
2006
Springer
14 years 2 months ago
Exploiting Dynamic Independence in a Static Conditioning Graph
Abstract. A conditioning graph (CG) is a graphical structure that attempt to minimize the implementation overhead of computing probabilities in belief networks. A conditioning grap...
Kevin Grant, Michael C. Horsch
ECAI
2010
Springer
13 years 12 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
ECAI
2008
Springer
14 years 20 days ago
Hierarchical explanation of inference in Bayesian networks that represent a population of independent agents
This paper describes a novel method for explaining Bayesian network (BN) inference when the network is modeling a population of conditionally independent agents, each of which is m...
Peter Sutovskú, Gregory F. Cooper