Risk assessment and decision analysis with bayesian networks

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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.

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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Risk Assessment and Decision Analysis with Bayesian Networks

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The Science of Risk Analysis

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Taal: en

Bindwijze: Hardcover

Oorspronkelijke releasedatum: 12 september 2018

Aantal pagina's: 660

Illustraties: Nee

Hoofdauteur: Norman Fenton

Tweede Auteur: Martin Neil

Co Auteur: Norman .E. Fenton

Hoofduitgeverij: Crc Press

Editie: 2

Extra groot lettertype: Nee

Product breedte: 178 mm

Product lengte: 254 mm

Studieboek: Ja

Verpakking breedte: 188 mm

Verpakking hoogte: 41 mm

Verpakking lengte: 263 mm

Verpakkingsgewicht: 1415 g

EAN: 9781138035119

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