Record Display for the EPA National Library Catalog
RECORD NUMBER: 175 OF 334
| OLS Field Name | OLS Field Data | ||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Main Title | Learning Bayesian networks / | ||||||||||||||||
| Author | Neapolitan, Richard E. | ||||||||||||||||
| Publisher | Pearson Prentice Hall, | ||||||||||||||||
| Year Published | 2004 | ||||||||||||||||
| OCLC Number | 52534097 | ||||||||||||||||
| ISBN | 0130125342; 9780130125347 | ||||||||||||||||
| Subjects | Bayesian statistical decision theory. ; Machine learning. ; Neural networks (Computer science) ; Kunstmatige intelligentie. ; Methode van Bayes. ; Inferãencia bayesiana (inferãencia estatâistica) ; Aprendizado computacional. ; Redes neurais. | ||||||||||||||||
| Holdings |
|
||||||||||||||||
| Collation | xv, 674 p. : ill. ; 24 cm. | ||||||||||||||||
| Notes | Includes bibliographical references (p. 647-666) and index. |
||||||||||||||||
| Contents Notes | Basics. Introduction to Bayesian networks ; More DAG/Probability relationships -- Interface. Inference : discrete variables ; More inference algorithms ; Influence diagrams -- Learning. Parameter learning : binary variables ; More parameter learning ; Bayesian structure learning ; Approximate Bayesian structure learning ; Constraint-based learning ; More structure learning -- Applications. |