Modeling and analysis of dependable systems : a probabilistic graphical model perspective

著者

• Portinale, Luigi
• Raiteri, Daniele Codetta

書誌事項

Modeling and analysis of dependable systems : a probabilistic graphical model perspective

Luigi Portinale, Daniele Codetta Raiteri

World Scientific, c2015

• hbk

注記

Includes bibliographical references (p. 235-246) and index

内容説明・目次

内容説明

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.

「Nielsen BookData」 より

詳細情報

• NII書誌ID(NCID): BB25492664
• ISBN:
  • 9789814612036
• 出版国コード: us
• タイトル言語コード: eng
• 本文言語コード: eng
• 出版地: New Jersey ; Singapore
• ページ数/冊数: xviii, 251 p.
• 大きさ: 24 cm
• 分類:
  • LCC : QA402
  • DC23 : 519.5
• 件名:
  • LCSH : Reliability (Engineering) -- Simulation methods
  • LCSH : System analysis
  • LCSH : Bayesian statistical decision theory -- Graphic methods
  • LCSH : Artificial intelligence