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

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Author Luigi Portinale, Daniele Codetta Raiteri
Edition 1
Edition Year 2015
Format PDF
ISBN 9789814612036
Language English
Number Of Pages 251
Publisher World Scientific Publishing Company

Description

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.

Additional information

Author

Luigi Portinale, Daniele Codetta Raiteri

Edition

1

Edition Year

2015

Format

PDF

ISBN

9789814612036

Language

English

Number Of Pages

251

Publisher

World Scientific Publishing Company

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