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World Scientific Publishing Company Incorporated

Modeling and Analysis of Dependable Systems : A Probabilistic Graphical Model Perspective

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Product Code: 9789814612036
ISBN13: 9789814612036
Condition: New
$134.42

Modeling and Analysis of Dependable Systems : A Probabilistic Graphical Model Perspective

$134.42
 
The monographic volume addresses, in a systematic and comprehensive way, the state-of-the-art dependability (reliability, availability, risk and safety, security) of systems, using the Artificial Intelligence framework of Probabilistic Graphical Models (PGM). After a survey about the main concepts and methodologies adopted in dependability analysis, the book discusses the main features of PGM formalisms (like Bayesian and Decision Networks) and the advantages, both in terms of modeling and analysis, with respect to classical formalisms and model languages. Methodologies for deriving PGMs from standard dependability formalisms will be introduced, by pointing out tools able to support such a process. Several case studies will be presented and analyzed to support the suitability of the use of PGMs in the study of dependable systems.


Author: Luigi Portinale, Daniele Codetta Raiteri
Publisher: World Scientific Publishing Company Incorporated
Publication Date: Jul 24, 2015
Number of Pages: 251 pages
Language: English
Binding: Hardcover
ISBN-10: 9814612030
ISBN-13: 9789814612036
 

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