
Bayesian networks : : A practical guide to applications / Edited by Olivier Pourret , Patrick Naim, Bruce Marcot
Tác giả : Edited by Olivier Pourret , Patrick Naim, Bruce Marcot
Nhà xuất bản : John Wiley
Năm xuất bản : c2008
Nơi xuất bản : Hoboken, NJ
Mô tả vật lý : xv, 428 p. : ill. ; 24 cm
ISBN : 9780470060308
Số phân loại : 519.5
Chủ đề : 1. Lý thuyết thống kê Bayesian. 2. Mô hình toán học. 3. Bayesian statistical decision theory. 4. Mathematical models. 5. Toán thống kê.
Thông tin chi tiết
Tóm tắt : | Bayesian Networks, the result of the convergence of artificial intelligence with statistics, are growing in popularity. Their versatility and modelling power is now employed across a variety of fields for the purposes of analysis, simulation, prediction and diagnosis. This book provides a general introduction to Bayesian networks, defining and illustrating the basic concepts with pedagogical examples and twenty real-life case studies drawn from a range of fields including medicine, computing, natural sciences and engineering. Designed to help analysts, engineers, scientists and professionals taking part in complex decision processes to successfully implement Bayesian networks, this book equips readers with proven methods to generate, calibrate, evaluate and validate Bayesian networks. |
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