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Learning Bayesian Networks Book

Learning Bayesian Networks
Learning Bayesian Networks, <i>Learning Bayesian Networks</i> offers the first accessible and unified text on the study and application of Bayesian networks. This book serves as a key textbook or reference for anyone with an interest in probabilistic modeling in the fields of comput, Learning Bayesian Networks has a rating of 4 stars
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Learning Bayesian Networks, Learning Bayesian Networks offers the first accessible and unified text on the study and application of Bayesian networks. This book serves as a key textbook or reference for anyone with an interest in probabilistic modeling in the fields of comput, Learning Bayesian Networks
4 out of 5 stars based on 2 reviews
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  • Learning Bayesian Networks
  • Written by author Richard E. Neapolitan
  • Published by Prentice Hall, March 2003
  • Learning Bayesian Networks offers the first accessible and unified text on the study and application of Bayesian networks. This book serves as a key textbook or reference for anyone with an interest in probabilistic modeling in the fields of comput
  • In this first edition book, methods are discussed for doing inference in Bayesian networks and inference diagrams. Hundreds of examples and problems allow readers to grasp the information.Some of the topics discussed include Pearl's message passing alg
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Book Categories

Authors

Preface
IBasics
1Introduction to Bayesian Networks1
2More DAG/Probability Relationships69
IIInference
3Inference: Discrete Variables125
4More Inference Algorithms183
5Influence Diagrams233
IIILearning
6Parameter Learning: Binary Variables285
7More Parameter Learning373
8Bayesian Structure Learning433
9Approximate Bayesian Structure Learning503
10Constraint-Based Learning533
11More Structure Learning609
IVApplications
12Applications639
Bibliography647
Index667


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Learning Bayesian Networks, <i>Learning Bayesian Networks</i> offers the first accessible and unified text on the study and application of Bayesian networks. This book serves as a key textbook or reference for anyone with an interest in probabilistic modeling in the fields of comput, Learning Bayesian Networks

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Learning Bayesian Networks, <i>Learning Bayesian Networks</i> offers the first accessible and unified text on the study and application of Bayesian networks. This book serves as a key textbook or reference for anyone with an interest in probabilistic modeling in the fields of comput, Learning Bayesian Networks

Learning Bayesian Networks

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Learning Bayesian Networks, <i>Learning Bayesian Networks</i> offers the first accessible and unified text on the study and application of Bayesian networks. This book serves as a key textbook or reference for anyone with an interest in probabilistic modeling in the fields of comput, Learning Bayesian Networks

Learning Bayesian Networks

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