Kjærulff / Madsen Bayesian Networks and Influence Diagrams: A Guide to Construction and Analysis
2008
ISBN: 978-0-387-74101-7
Verlag: Springer US
Format: PDF
Kopierschutz: 1 - PDF Watermark
E-Book, Englisch, 318 Seiten, eBook
Reihe: Information Science and Statistics
ISBN: 978-0-387-74101-7
Verlag: Springer US
Format: PDF
Kopierschutz: 1 - PDF Watermark
Probabilistic networks, also known as Bayesian networks and influence diagrams, have become one of the most promising technologies in the area of applied artificial intelligence. This book provides a comprehensive guide for practitioners who wish to understand, construct, and analyze intelligent systems for decision support based on probabilistic networks. Intended primarily for practitioners, this book does not require sophisticated mathematical skills. The theory and methods presented are illustrated through more than 140 examples, and exercises are included for the reader to check his/her level of understanding.
Zielgruppe
Professional/practitioner
Autoren/Hrsg.
Weitere Infos & Material
Fundamentals.- Networks.- Probabilities.- Probabilistic Networks.- Solving Probabilistic Networks.- Model Construction.- Eliciting the Model.- Modeling Techniques.- Data-Driven Modeling.- Model Analysis.- Conflict Analysis.- Sensitivity Analysis.- Value of Information Analysis.
