Constraint-Based Querying for Bayesian Network Exploration

@inproceedings{Babaki2015ConstraintBasedQF,
  title={Constraint-Based Querying for Bayesian Network Exploration},
  author={Behrouz Babaki and Tias Guns and Siegfried Nijssen and Luc De Raedt},
  booktitle={IDA},
  year={2015}
}
Understanding the knowledge that resides in a Bayesian network can be hard, certainly when a large network is to be used for the first time, or when the network is complex or has just been updated. Tools to assist users in the analysis of Bayesian networks can help. In this paper, we introduce a novel general framework and tool for answering exploratory queries over Bayesian networks. The framework is inspired by queries from the constraint-based mining literature designed for the exploratory… CONTINUE READING
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