Inference in Credal Networks Through Integer Programming

@inproceedings{Campos2007InferenceIC,
  title={Inference in Credal Networks Through Integer Programming},
  author={Cassio Polpo de Campos},
  year={2007}
}
A credal network associates a directed acyclic graph with a collection of sets of probability measures; it offers a compact representation for sets of multivariate distributions. In this paper we present a new algorithm for inference in credal networks based on an integer programming reformulation. We are concerned with computation of lower/upper probabilities for a variable in a given credal network. Experiments reported in this paper indicate that this new algorithm has better performance… CONTINUE READING

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