By Kevin B. Korb,Ann E. Nicholson
Updated and multiplied, Bayesian synthetic Intelligence, moment Edition presents a realistic and available creation to the most thoughts, starting place, and purposes of Bayesian networks. It makes a speciality of 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 learn 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 tools of comparing causal discovery programs
- Discussions of many universal modeling errors
- New functions and case studies
- More assurance at the makes use of of causal interventions to appreciate and cause with causal Bayesian networks
Illustrated with actual case reviews, the second one version of this bestseller maintains to hide the foundation of Bayesian networks. It offers the weather of Bayesian community know-how, automatic causal discovery, and studying chances from info and indicates easy methods to hire those applied sciences to improve probabilistic specialist systems.
The book’s web site at www.csse.monash.edu.au/bai/book/book.html bargains various supplemental fabrics, together with instance Bayesian networks and information units. teachers can e mail the authors for pattern ideas to a few of the difficulties within the text.
Read Online or Download Bayesian Artificial Intelligence, Second Edition (Chapman & Hall/CRC Computer Science & Data Analysis) PDF
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Additional resources for Bayesian Artificial Intelligence, Second Edition (Chapman & Hall/CRC Computer Science & Data Analysis)
Bayesian Artificial Intelligence, Second Edition (Chapman & Hall/CRC Computer Science & Data Analysis) by Kevin B. Korb,Ann E. Nicholson