Modeling and Reasoning with Bayesian Networks

  title={Modeling and Reasoning with Bayesian Networks},
  author={Adnan Darwiche},
This book provides a thorough introduction to the formal foundations and practical applications of Bayesian networks. It provides an extensive discussion of techniques for building Bayesian networks that model real-world situations, including techniques for synthesizing models from design, learning models from data, and debugging models using sensitivity analysis. It also treats exact and approximate inference algorithms at both theoretical and practical levels. The treatment of exact… CONTINUE READING
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Pearl’s introduction of Bayesian networks, which is best documented

  • Doyle
  • 1980

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