Titlebook: Reasoning with Probabilistic and Deterministic Graphical Models; Exact Algorithms Rina Dechter Book 2013 Springer Nature Switzerland AG 201

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Book 2013dge representation and reasoning in both artificial intelligence and computer science in general. These models are used to perform many reasoning tasks, such as scheduling, planning and learning, diagnosis and prediction, design, hardware and software verification, and bioinformatics. These problems

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Springer Nature Switzerland AG 2013

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Inference: Bucket Elimination for Probabilistic Networks,or the three primary queries defined over probabilistic networks: (1) belief-updating or computing posterior marginals (bel) as well as finding the probability of evidence; (2) finding the most probable explanation (mpe); and (3) finding the maximum a posteriori hypothesis (map).

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Reasoning with Probabilistic and Deterministic Graphical ModelsExact Algorithms