Bayesian networks and decision graphs
Finn V. Jensen, Thomas D. Nielsen.
2nd ed.
New York : Springer, ©2007.
xvi, 447 págs. : ilustraciones ; 25 cm.
Serie: Information science and statistics
ISBN: 0387682813, 0387682821 (e-ISBN)
Incluye referencias bibliográficas (p. [431]-439) e índice.
Contenido
- Preface
- 1. Prerequisites on Probability Theory
- Part I Probabilistic Graphical Models: 2. Causal and Bayesian Networks
- 3. Building Models
- 4. Belief Updating in Bayesian Networks
- 5. Analysis Tools for Bayesian Networks
- 6. Parameter estimation
- 7. Learning the Structure of Bayesian Networks
- 8. Bayesian Networks as Classifiers
- Part II Decision Graphs: 9. Graphical Languages for Specification of Decision Problems
- 10. Solution Methods for Decision Graphs
- 11. Methods for Analyzing Decision Problems
- List of Notation
- References
- Index.
