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

By Kevin B. Korb,Ann E. Nicholson

Updated and accelerated, Bayesian man made Intelligence, moment Edition presents a pragmatic and available advent to the most suggestions, beginning, and functions of Bayesian networks. It makes a speciality of either the causal discovery of networks and Bayesian inference methods. Adopting a causal interpretation of Bayesian networks, the authors talk about using Bayesian networks for causal modeling. in addition they draw on their lonesome 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 actual case stories, the second one variation of this bestseller keeps to hide the foundation of Bayesian networks. It offers the weather of Bayesian community expertise, automatic causal discovery, and studying percentages from info and indicates tips on how to hire those applied sciences to advance probabilistic professional systems.

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

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