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Risk Assessment and Decision Analysis with Bayesian Networks
Engelsk
Bogcover for Risk Assessment and Decision Analysis with Bayesian Networks af Norman Fenton, Martin Neil, 9781032917917
Specifikationer
Sprog:
Engelsk
Sider:
660
ISBN-13:
9781032917917
Indbinding:
Paperback
Udgave:
2
ISBN-10:
1032917911
Udg. Dato:
14 okt 2024
Størrelse i cm:
25,3 x 18,0 x 3,7
Oplagsdato:
14 okt 2024
Forfatter(e):

Risk Assessment and Decision Analysis with Bayesian Networks

Engelsk
Paperback 2024
Format:

Bog beskrivelse

Since the first edition of this book published, Bayesian networks have become even more important for applications in a vast array of fields. This second edition includes new material on influence diagrams, learning from data, value of information, cybersecurity, debunking bad statistics, and much more. Focusing on practical real-world problem-solving and model building, as opposed to algorithms and theory, it explains how to incorporate knowledge with data to develop and use (Bayesian) causal models of risk that provide more powerful insights and better decision making than is possible from purely data-driven solutions.

Features

  • Provides all tools necessary to build and run realistic Bayesian network models
  • Supplies extensive example models based on real risk assessment problems in a wide range of application domains provided; for example, finance, safety, systems reliability, law, forensics, cybersecurity and more
  • Introduces all necessary mathematics, probability, and statistics as needed
  • Establishes the basics of probability, risk, and building and using Bayesian network models, before going into the detailed applications

A dedicated website contains exercises and worked solutions for all chapters along with numerous other resources. The AgenaRisk software contains a model library with executable versions of all of the models in the book. Lecture slides are freely available to accredited academic teachers adopting the book on their course.

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Specifikationer
Sprog:
Engelsk
Sider:
660
ISBN-13:
9781032917917
Indbinding:
Paperback
Udgave:
2
ISBN-10:
1032917911
Udg. Dato:
14 okt 2024
Størrelse i cm:
25,3 x 18,0 x 3,7
Oplagsdato:
14 okt 2024
Forfatter(e):
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