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Risk Assessment and Decision Analysis with Bayesian Networks

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by Norman Fenton & Martin Neil
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Risk Assessment and Decision Analysis with Bayesian Networks by Norman Fenton & Martin Neil

Although many Bayesian Network (BN) applications are now in everyday use, BNs have not yet achieved mainstream penetration. Focusing on practical real-world problem solving and model building, as opposed to algorithms and theory, Risk Assessment and Decision Analysis with Bayesian Networks explains how to incorporate knowledge with data to develop and use (Bayesian) causal models of risk that provide powerful insights and better decision making. 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, and more Introduces all necessary mathematics, probability, and statistics as needed The book first establishes the basics of probability, risk, and building and using BN models, then goes into the detailed applications. The underlying BN algorithms appear in appendices rather than the main text since there is no need to understand them to build and use BN models. Keeping the body of the text free of intimidating mathematics, the book provides pragmatic advice about model building to ensure models are built efficiently. A dedicated website, www.

BayesianRisk.com, contains executable versions of all of the models described, exercises and worked solutions for all chapters, PowerPoint slides, numerous other resources, and a free downloadable copy of the AgenaRisk software.

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Ebook Details
Pages: 524
Size: 25.0 MB
Publisher: CRC Press
Date published:   2013
ISBN: 9781439809112 (DRM-PDF)

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This product is listed in the following categories:

Nonfiction > Mathematics > Probability & Statistics
Nonfiction > Business & Economics > Management Science
Nonfiction > Computers > Database Management > Database Mining

These authors have products in the following categories:

Nonfiction > Mathematics > Probability & Statistics
Nonfiction > Business & Economics > Management Science
Nonfiction > Computers > Database Management > Database Mining
Nonfiction > Mathematics
Nonfiction > Computers > Programming > Software Development

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03/28/2017
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