bookSep 25, 2003Closed access

Bayesian Artificial Intelligence

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Abstract

As the power of Bayesian techniques has become more fully realized, the field of artificial intelligence has embraced Bayesian methodology and integrated it to the point where an introduction to Bayesian techniques is now a core course in many computer science programs. Unlike other books on the subject, Bayesian Artificial Intelligence keeps mathematical detail to a minimum and covers a broad range of topics. The authors integrate all of Bayesian net technology and learning Bayesian net technology and apply them both to knowledge engineering. They emphasize understanding and intuition but also provide the algorithms and technical background needed for applications. Software, exercises, and solutions are…

Citation impact

1,027
total citations
FWCI
15.12
Percentile
100%
References
222
Citations per year

Authors

2

Topics & keywords

Keywords
  • Artificial intelligence
  • Bayesian probability
  • Computer science
  • Machine learning
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