Download Bayesian Artificial Intelligence, Second Edition (Chapman & by Kevin B. Korb,Ann E. Nicholson PDF
By Kevin B. Korb,Ann E. Nicholson
Updated and accelerated, Bayesian synthetic Intelligence, moment Edition offers a pragmatic and obtainable advent to the most suggestions, beginning, and purposes 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 all alone utilized study 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 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 know-how, computerized causal discovery, and studying percentages from facts and exhibits the best way to hire those applied sciences to boost probabilistic professional systems.
Web Resource
The book’s web site at www.csse.monash.edu.au/bai/book/book.html deals various supplemental fabrics, together with instance Bayesian networks and information units. teachers can electronic mail the authors for pattern options to a number of the difficulties within the text.
Read or Download Bayesian Artificial Intelligence, Second Edition (Chapman & Hall/CRC Computer Science & Data Analysis) PDF
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