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Probabilistic reasoning in intelligent systems : networks of plausible inference

Author: Judea Pearl
Publisher: San Francisco, Calif. : Kaufmann, 2003.
Series: Morgan Kaufmann series in representation and reasoning.
Edition/Format:   Print book : English : Rev. 2. print., 8.[Dr.]View all editions and formats
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Document Type: Book
All Authors / Contributors: Judea Pearl
ISBN: 1558604790 9781558604797
OCLC Number: 249625842
Notes: Literaturangaben.
Description: XIX, 552 S : graph. Darst.
Contents: Chapter 1 Uncertainty In AI Systems: An Overview Chapter 2 Bayesian Inference Chapter 3 Markov and Bayesian Networks: Two Graphical Representations of Probabilistic Knowledge Chapter 4 Belief Updating by Network Propagation Chapter 5 Distributed Revision of Composite Beliefs Chapter 6 Decision and Control Chapter 7 Taxonomic Hierarchies, Continuous Variables, and Uncertain Probabilities Chapter 8 Learning Structure from Data Chapter 9 Non-Bayesian Formalisms for Managing Uncertainty Chapter 10 Logic and Probability: The Strange Connection
Series Title: Morgan Kaufmann series in representation and reasoning.
Responsibility: Judea Pearl.

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