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New to the Second Edition
New chapter on Bayesian network classifiers
New section on object-oriented Bayesian networks
New section that addresses foundational problems with causal discovery and Markov blanket discovery
New section that covers methods of evaluating causal discovery programs
Discussions of many common modeling errors
New applications and case studies
More coverage on the uses of causal interventions to understand and reason with causal Bayesian networks
Illustrated with real case studies, the second edition of this bestseller continues to cover the groundwork of Bayesian networks. It presents the elements of Bayesian network technology, automated causal discovery, and learning probabilities from data and shows how to employ these technologies to develop probabilistic expert systems.
Web Resource
The book's website at [...] offers a variety of supplemental materials, including example Bayesian networks and data sets. Instructors can email the authors for sample solutions to many of the problems in the text.
New to the Second Edition
New chapter on Bayesian network classifiers
New section on object-oriented Bayesian networks
New section that addresses foundational problems with causal discovery and Markov blanket discovery
New section that covers methods of evaluating causal discovery programs
Discussions of many common modeling errors
New applications and case studies
More coverage on the uses of causal interventions to understand and reason with causal Bayesian networks
Illustrated with real case studies, the second edition of this bestseller continues to cover the groundwork of Bayesian networks. It presents the elements of Bayesian network technology, automated causal discovery, and learning probabilities from data and shows how to employ these technologies to develop probabilistic expert systems.
Web Resource
The book's website at [...] offers a variety of supplemental materials, including example Bayesian networks and data sets. Instructors can email the authors for sample solutions to many of the problems in the text.
| Medium: | Taschenbuch |
|---|---|
| ISBN-13: | 9781032477657 |
| ISBN-10: | 1032477652 |
| Sprache: | Englisch |
| Autor: |
Korb, Kevin B.
Nicholson, Ann E. |
| Auflage: | 2. Aufl. |
| Hersteller: |
CRC Press
Taylor & Francis |
| Verantwortliche Person für die EU: | preigu, Ansas Meyer, Lengericher Landstr. 19, D-49078 Osnabrück, mail@preigu.de |
| Abbildungen: | 159 SW-Abb. |
| Maße: | 26 x 156 x 234 mm |
| Von/Mit: | Kevin B. Korb (u. a.) |
| Gewicht: | 0,74 kg |
| Medium: | Taschenbuch |
|---|---|
| ISBN-13: | 9781032477657 |
| ISBN-10: | 1032477652 |
| Sprache: | Englisch |
| Autor: |
Korb, Kevin B.
Nicholson, Ann E. |
| Auflage: | 2. Aufl. |
| Hersteller: |
CRC Press
Taylor & Francis |
| Verantwortliche Person für die EU: | preigu, Ansas Meyer, Lengericher Landstr. 19, D-49078 Osnabrück, mail@preigu.de |
| Abbildungen: | 159 SW-Abb. |
| Maße: | 26 x 156 x 234 mm |
| Von/Mit: | Kevin B. Korb (u. a.) |
| Gewicht: | 0,74 kg |
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