Modeling and Analysis of Dependable Systems: A Probabilistic Graphical Model Perspective
Luigi Portinale, Daniele Codetta Raiteri
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.
Readership: Researchers, professionals and academics in systems engineering and artificial intelligence.
Catégories:
Année:
2015
Editeur::
World Scientific Publishing Company
Langue:
english
Pages:
272
ISBN 10:
9814612030
ISBN 13:
9789814612036
Fichier:
PDF, 6.45 MB
IPFS:
,
english, 2015
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