Generating Bayesian Networks from Probability Logic Knowledge Bases

  title={Generating Bayesian Networks from Probability Logic Knowledge Bases},
  author={Peter Haddawy},
We present a method for dynamically gen­ erating Bayesian networks from knowledge bases consisting of first-order probability logic sentences. We present a subset of proba­ bility logic sufficient for representing the class of Bayesian networks with discrete-valued nodes. We impose constraints on the form of the sentences that guarantee that the knowl­ edge base contains all the probabilistic infor­ mation necessary to generate a network. We define the concept of d-separation for knowl­ edge… CONTINUE READING
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