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Bayesian artificial intelligence

By: Korb, Kevin B.
Contributor(s): Nicholson, Ann E.
Material type: materialTypeLabelBookSeries: Computer Science and Data Analysis Series.Publisher: Boca Raton CRC Press 2011Edition: 2nd ed.Description: xxvii, 463 p.ISBN: 9781439815915.Subject(s): Bayesian statistical decision theory - Data processing | Machine learning | Neural networks - Computer scienceDDC classification: 519.542 Summary: Updated and expanded, Bayesian Artificial Intelligence, Second Edition provides a practical and accessible introduction to the main concepts, foundation, and applications of Bayesian networks. It focuses on both the causal discovery of networks and Bayesian inference procedures. Adopting a causal interpretation of Bayesian networks, the authors discuss the use of Bayesian networks for causal modeling. They also draw on their own applied research to illustrate various applications of the technology.(http://www.crcpress.com/product/isbn/9781439815915)
List(s) this item appears in: Artificial Intelligence (AI)
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Books Vikram Sarabhai Library
Slot 1676 (2 Floor, East Wing) Non-fiction 519.542 K6B2-2011 (Browse shelf) Available 189276

Updated and expanded, Bayesian Artificial Intelligence, Second Edition provides a practical and accessible introduction to the main concepts, foundation, and applications of Bayesian networks. It focuses on both the causal discovery of networks and Bayesian inference procedures. Adopting a causal interpretation of Bayesian networks, the authors discuss the use of Bayesian networks for causal modeling. They also draw on their own applied research to illustrate various applications of the technology.(http://www.crcpress.com/product/isbn/9781439815915)

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