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

Show other versions (1)

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
Call Number:Libro Electrónico
Main Authors: Kjærulff, Uffe B. (Author), Madsen, Anders L. (Author)
Corporate Author: SpringerLink (Online service)
Format: Electronic eBook
Language:Inglés
Published: New York, NY : Springer New York : Imprint: Springer, 2013.
Edition:2nd ed. 2013.
Series:Information Science and Statistics, 22
Subjects:
Mathematical statistics-Data processing.
Computer science-Mathematics.
Mathematical statistics.
Data mining.
Artificial intelligence.
Operations research.
Management science.
Probabilities.
Statistics and Computing.
Probability and Statistics in Computer Science.
Data Mining and Knowledge Discovery.
Artificial Intelligence.
Operations Research, Management Science .
Probability Theory.
Online Access:Texto Completo
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.

Similar Items