Benefits of Bayesian network models [electronic resource] / Philippe Weber, Christophe Simon.

This book explains the principles of knowledge structuration to ensure a valid BN and DBN model and illustrate the flexibility and efficiency of these representations in dependability, risk analysis and control of multi-state systems and dynamic systems. Across five chapters, the authors present sev...

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Bibliographic Details
Main Authors: Weber, Philippe (Author)
Simon, Christophe (Author)
Language:English
Published: London, UK : Hoboken, NJ, USA : ISTE ; Wiley, 2016.
Subjects:
Online Access:
Format: Electronic eBook
Contents:
  • Introduction
  • Bayesian networks
  • Bayesian networks: a modeling formalism for system dependability
  • Bayesian network: modeling formalism of the structure function of Boolean systems
  • Bayesian network: modeling formalism of the structure function of multi-state systems
  • Dynamic Bayesian networks
  • Dynamic Bayesian networks: integrating environmental and operating constraints in reliability computation
  • Dynamic Bayesian networks: integrating reliability computation in the control system
  • Conclusion.