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

• Κύριοι συγγραφείς: Kjærulff, Uffe B. (Συγγραφέας), Madsen, Anders L. (Συγγραφέας)
• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: New York, NY : Springer New York : Imprint: Springer, 2013.
• Έκδοση: Second Edition.
• Σειρά: Information Science and Statistics, 22
• Θέματα: Statistics.; Mathematical statistics.; Data mining.; Artificial intelligence.; Operations research.; Management science.; Probabilities.; Statistics and Computing/Statistics Programs.; Probability and Statistics in Computer Science.; Data Mining and Knowledge Discovery.; Artificial Intelligence (incl. Robotics).; Operations Research, Management Science.; Probability Theory and Stochastic Processes.

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...

Πίνακας περιεχομένων:

• 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.