Bayesian Artificial Intelligence (Chapman & Hall/CRC Computer Science & Data Analysis)

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9781439815915: Bayesian Artificial Intelligence (Chapman & Hall/CRC Computer Science & Data Analysis)
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Book by Korb Kevin B Nicholson Ann E

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Críticas:

... useful insights on Bayesian reasoning. ... There are extensive examples of applications and case studies. ... The exposition is clear, with many comments that help set the context for the material that is covered. The reader gets a strong sense that Bayesian networks are a work in progress.
―John H. Maindonald, International Statistical Review (2011), 79

Praise for the First Edition:
... this excellent book would also serve well for final year undergraduate courses in mathematics or statistics and is a solid first reference text for researchers wanting to implement Bayesian belief network (BBN) solutions for practical problems. ... beautifully presented, nicely written, and made accessible. Mathematical ideas, some quite deep, are presented within the flow but do not get in the way. This has the advantage that students can see and interpret the mathematics in the practical context, whereas practitioners can acquire, to personal taste, the mathematical seasoning. If you are interested in applying BBN methods to real-life problems, this book is a good place to start...
Journal of the Royal Statistical Society, Series A, Vol. 157(3)

Reseña del editor:

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’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.

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    9781584883876: Bayesian Artificial Intelligence (Chapman & Hall/CRC Computer Science & Data Analysis)

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    ISBN 10:  1584883871 ISBN 13:  9781584883876
    Verlag: Chapman and Hall/CRC, 2003
    Hardcover