Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis

Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis, Second Edition, provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. This new edition contains six new...

Full description

Bibliographic Details
Main Authors: Kjr̆ulff, Uffe B. (Author), Madsen, Anders L. (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic
Language:English
Published: New York, NY : Springer New York : Imprint: Springer, 2013.
Edition:Second Edition.
Series:Information Science and Statistics, 22
Subjects:
Online Access:https://ezaccess.library.uitm.edu.my/login?url=http://dx.doi.org/10.1007/978-1-4614-5104-4
Table of Contents:
  • Introduction
  • Networks
  • Probabilities
  • Probabilistic Networks
  • Solving Probabilistic Networks
  • Eliciting the Model
  • Modeling Techniques
  • Data-Driven Modeling
  • Conflict Analysis
  • Sensitivity Analysis
  • Value of Information Analysis
  • Quick Reference to Model Construction
  • List of Examples
  • List of Figures
  • List of Tables
  • List of Symbols
  • References
  • Index.