Probabilistic Networks and Expert Systems Exact Computational Methods for Bayesian Networks
This book was awarded the first DeGroot Prize by the International Society for Bayesian Analysis for a book making an important, timely, thorough, and notably original contribution to the statistics literature. Robert G. Cowell is a Lecturer in the Faculty of Actuarial Science and Insurance of the S...
Main Authors: | , , , |
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Format: | eBook |
Language: | English |
Published: |
New York, NY
Springer New York
1999, 1999
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Edition: | 1st ed. 1999 |
Series: | Information Science and Statistics
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Subjects: | |
Online Access: | |
Collection: | Springer Book Archives -2004 - Collection details see MPG.ReNa |
Table of Contents:
- Logic, Uncertainty, and Probability
- Building and Using Probabilistic Networks
- Graph Theory
- Markov Properties on Graphs
- Discrete Networks
- Gaussian and Mixed Discrete-Gaussian Networks
- Discrete Multistage Decision Networks
- Learning About Probabilities
- Checking Models Against Data
- Structural Learning