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Bayesian Artificial Intelligence Book

Bayesian Artificial Intelligence
Bayesian Artificial Intelligence, 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 sc, Bayesian Artificial Intelligence has a rating of 2.5 stars
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Bayesian Artificial Intelligence, 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 sc, Bayesian Artificial Intelligence
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  • Bayesian Artificial Intelligence
  • Written by author Kevin B. Korb
  • Published by CRC Pr I Llc, September 2003
  • 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 sc
  • This undergraduate textbook presents Bayesian computational tools for reasoning with and about strengths of belief as probabilities, and a Bayesian view of physical randomness. The authors (computer science, Monash University) introduce algorithms for bui
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Book Categories

Authors

Pt. IProbabilistic Reasoning1
Ch. 1Bayesian Reasoning3
Ch. 2Introducing Bayesian Networks29
Ch. 3Inference in Bayesian Networks53
Ch. 4Decision Networks89
Ch. 5Applications of Bayesian Networks117
Pt. IILearning Causal Models147
Ch. 6Learning Linear Causal Models151
Ch. 7Learning Probabilities175
Ch. 8Learning Discrete Causal Structure197
Pt. IIIKnowledge Engineering221
Ch. 9Knowledge Engineering with Bayesian Networks225
Ch. 10Evaluation263
Ch. 11KEBN Case Studies287
App. A: Notation315
App. B: Software Packages317
References333
Index355


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