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

By Kevin B. Korb,Ann E. Nicholson

Updated and extended, Bayesian man made Intelligence, moment Edition presents a realistic and available creation to the most strategies, beginning, and functions of Bayesian networks. It specializes in either the causal discovery of networks and Bayesian inference systems. Adopting a causal interpretation of Bayesian networks, the authors speak about using Bayesian networks for causal modeling. additionally they draw on their lonesome utilized examine to demonstrate a number of 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 functions and case studies

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

    Illustrated with actual case reports, the second one variation of this bestseller maintains to hide the foundation of Bayesian networks. It provides the weather of Bayesian community expertise, automatic causal discovery, and studying chances from facts and indicates tips to hire those applied sciences to increase probabilistic specialist systems.

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

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