Modeling and Analysis of Dependable Systems: a Probabilistic Graphical Model Perspective - Portinale, Luigi (University of Piemonte Orientale, Italy) - Livros - World Scientific Publishing Co Pte Ltd - 9789814612036 - 24 de julho de 2015
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Modeling and Analysis of Dependable Systems: a Probabilistic Graphical Model Perspective

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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 formalims 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.


300 pages

Mídia Livros     Hardcover Book   (Livro com lombada e capa dura)
Lançado 24 de julho de 2015
ISBN13 9789814612036
Editoras World Scientific Publishing Co Pte Ltd
Páginas 270
Dimensões 160 × 239 × 19 mm   ·   510 g
Idioma Inglês  

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