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06/05/2014
Advances in Learning Bayesian Networks of Bounded Treewidth
This work presents novel algorithms for learning Bayesian network struct...
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09/26/2013
On the Complexity of Strong and Epistemic Credal Networks
Credal networks are graph-based statistical models whose parameters take...
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10/19/2012
Inference in Polytrees with Sets of Probabilities
Inferences in directed acyclic graphs associated with probability sets a...
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10/16/2012
The Complexity of Approximately Solving Influence Diagrams
Influence diagrams allow for intuitive and yet precise description of co...
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07/11/2012
Propositional and Relational Bayesian Networks Associated with Imprecise and Qualitative Probabilistic Assesments
This paper investigates a representation language with flexibility inspi...
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07/04/2012
Belief Updating and Learning in Semi-Qualitative Probabilistic Networks
This paper explores semi-qualitative probabilistic networks (SQPNs) that...
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06/13/2012
Strategy Selection in Influence Diagrams using Imprecise Probabilities
This paper describes a new algorithm to solve the decision making proble...
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09/08/2011
