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e-book

Bayesian Artificial Intelligence, Second Edition (Cód: 9453947)

Korb,Kevin B.; Nicholson,Ann E.

Taylor & Francis (Livros Digitais)

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Bayesian Artificial Intelligence, Second Edition

R$344,85

Descrição

Updated and expanded, Bayesian Artificial Intelligence, Second Edition provides a practical and accessible introduction to the main concepts, foundation, and applications of Bayesian networks. It focuses on both the causal discovery of networks and Bayesian inference procedures. Adopting a causal interpretation of Bayesian networks, the authors discuss the use of Bayesian networks for causal modeling. They also draw on their own applied research to illustrate various applications of the technology.
New to the Second Edition



New chapter on Bayesian network classifiers
New section on object-oriented Bayesian networks
New section that addresses foundational problems with causal discovery and Markov blanket discovery
New section that covers methods of evaluating causal discovery programs
Discussions of many common modeling errors
New applications and case studies
More coverage on the uses of causal interventions to understand and reason with causal Bayesian networks


Illustrated with real case studies, the second edition of this bestseller continues to cover the groundwork of Bayesian networks. It presents the elements of Bayesian network technology, automated causal discovery, and learning probabilities from data and shows how to employ these technologies to develop probabilistic expert systems.
Web Resource
The book'apos;s website at www.csse.monash.edu.au/bai/book/book.html offers a variety of supplemental materials, including example Bayesian networks and data sets. Instructors can email the authors for sample solutions to many of the problems in the text.

Características

Peso 0.00 Kg
Produto sob encomenda Sim
Marca Taylor & Francis (Livros Digitais)
Número de Páginas 491 (aproximado)
Idioma 337
Acabamento e-book
Territorialidade Internacional
Formato Livro Digital Pdf
Gratuito Não
Proteção Drm Sim
Tamanho do Arquivo 10234
Início da Venda 16/12/2010
Código do Formato Pdf
Cód. Barras 9781439815922
Ano da Publicação 110
AutorKorb,Kevin B.; Nicholson,Ann E.