International Journal of Artificial Intelligence Tools · 2005 · 100 citations · 17 references
ComputingKnowledge ManagementBayesian Data AnalysisKnowledge RepresentationStatistical ModelingBayesian InferenceBayesian ModelingBayesian StatisticsInfluence DiagramsKnowledge ModelingProbabilistic ModelingBayesian Graphical ModelsBayesian Network AnalysisBayesian NetworksBelief NetworksGraphical Models
As the framework of probabilistic graphical models becomes increasingly popular for knowledge representation and inference, the need for efficient tools for its support is increasing. The Hugin Tool is a general purpose tool for construction, maintenance, and deployment of Bayesian networks and influence diagrams. This paper surveys the key functionality of the Hugin Tool and reports on new advances of the tool. Furthermore, an empirical analysis reports on the efficiency of the Hugin Tool on common inference and learning tasks.
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Causality: Models, Reasoning, and Inference
Ramalingam Shanmugam · Neurocomputing · 2001 · 1.4K citations