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Probabilistic reasoning in intelligent systems : networks of plausible inference /

by Pearl, Judea
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Series: The Morgan Kaufmann series in representation and reasoning Edition statement:2. ed. Published by : Morgan Kaufmann, (San Francisco : ) Physical details: XIX, 552 p. : ill. ; 23 cm. Subject(s): Probabilities | Inference (logic) Year : 1991
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Books Istituto di Ingegneria Biomedica BC141.P4 (Browse Shelf) 1 Available Sossai--

Contents - 1. Uncertainty in AI systems: an overwies. 2. Bayesian inference. 3. Markov and bayesian networks. 4. Belief updating by network propagation. 5. Distributed revision of composite beliefs. 6. Decision and control. 7. Taxonomic hierarchies continuous variables, and uncertain probabilities. 8. Learning structure from data. 9. Non-bayesian formalisms for managing uncertainty. 10. Logic and probability: the strange connection

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