By Kevin B. Korb,Ann E. Nicholson
Updated and improved, Bayesian man made Intelligence, moment Edition presents a pragmatic and obtainable advent to the most thoughts, starting place, and functions of Bayesian networks. It specializes in either the causal discovery of networks and Bayesian inference tactics. Adopting a causal interpretation of Bayesian networks, the authors talk about using Bayesian networks for causal modeling. in addition 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 equipment 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 genuine case reviews, the second one version of this bestseller maintains to hide the basis of Bayesian networks. It provides the weather of Bayesian community know-how, automatic causal discovery, and studying possibilities from information and exhibits the way to hire those applied sciences to strengthen probabilistic specialist systems.
The book’s site at www.csse.monash.edu.au/bai/book/book.html deals quite a few supplemental fabrics, together with instance Bayesian networks and information units. teachers can electronic mail the authors for pattern recommendations to some 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 info 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