Download Bayesian Artificial Intelligence, Second Edition (Chapman & by Kevin B. Korb,Ann E. Nicholson PDF

By Kevin B. Korb,Ann E. Nicholson

Updated and extended, Bayesian man made Intelligence, moment Edition offers a realistic and available advent to the most recommendations, beginning, and functions of Bayesian networks. It specializes in either the causal discovery of networks and Bayesian inference strategies. Adopting a causal interpretation of Bayesian networks, the authors talk about using Bayesian networks for causal modeling. additionally they draw all alone utilized examine to demonstrate quite a few functions of the technology.

New to the second one Edition

    • New bankruptcy on Bayesian community classifiers

    • New part on object-oriented Bayesian networks

    • New part that addresses foundational issues of causal discovery and Markov blanket discovery

    • New part that covers equipment of comparing causal discovery programs

    • Discussions of many universal modeling errors

    • New purposes and case studies

    • More insurance at the makes use of of causal interventions to appreciate and cause with causal Bayesian networks

    Illustrated with genuine case reports, the second one version of this bestseller maintains to hide the basis of Bayesian networks. It offers the weather of Bayesian community know-how, automatic causal discovery, and studying chances from facts and indicates find out how to hire those applied sciences to enhance probabilistic specialist systems.

    Web Resource
    The book’s site at bargains a number of supplemental fabrics, together with instance Bayesian networks and information units. teachers can e mail the authors for pattern strategies to the various difficulties within the text.

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