Probabilistic networks and expert systems /
Winner of the 2002 DeGroot Prize. Probabilistic expert systems are graphical networks that support the modelling of uncertainty and decisions in large complex domains, while retaining ease of calculation. Building on original research by the authors over a number of years, this book gives a thorough...
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| Format: | eBook |
| Language: | English |
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New York :
Springer,
[1999]
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| Series: | Statistics for engineering and information science.
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| Online Access: | Connect to the full text of this electronic book |
Table of Contents:
- Introduction
- 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.