Jensen, Finn V.
Bayesian networks and decision graphs / Finn V. Jensen, Thomas D. Nielsen.
— 2nd ed. — New York : Springer, c2007. xvi, 447 p. : il. ; 25 cm. — (Information science and statistics)
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.
ISBN 0387682813. — ISBN 0387682821 (e-ISBN)
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